{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd #importing all the important packages\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "plt.style.use('fivethirtyeight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#</th>\n",
       "      <th>Name</th>\n",
       "      <th>Type 1</th>\n",
       "      <th>Type 2</th>\n",
       "      <th>Total</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Generation</th>\n",
       "      <th>Legendary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Bulbasaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>318</td>\n",
       "      <td>45</td>\n",
       "      <td>49</td>\n",
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       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Ivysaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>405</td>\n",
       "      <td>60</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>525</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>VenusaurMega Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>625</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Charmander</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>309</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>Charmeleon</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>405</td>\n",
       "      <td>58</td>\n",
       "      <td>64</td>\n",
       "      <td>58</td>\n",
       "      <td>80</td>\n",
       "      <td>65</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>Charizard</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Flying</td>\n",
       "      <td>534</td>\n",
       "      <td>78</td>\n",
       "      <td>84</td>\n",
       "      <td>78</td>\n",
       "      <td>109</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6</td>\n",
       "      <td>CharizardMega Charizard X</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>634</td>\n",
       "      <td>78</td>\n",
       "      <td>130</td>\n",
       "      <td>111</td>\n",
       "      <td>130</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>6</td>\n",
       "      <td>CharizardMega Charizard Y</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Flying</td>\n",
       "      <td>634</td>\n",
       "      <td>78</td>\n",
       "      <td>104</td>\n",
       "      <td>78</td>\n",
       "      <td>159</td>\n",
       "      <td>115</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>7</td>\n",
       "      <td>Squirtle</td>\n",
       "      <td>Water</td>\n",
       "      <td>NaN</td>\n",
       "      <td>314</td>\n",
       "      <td>44</td>\n",
       "      <td>48</td>\n",
       "      <td>65</td>\n",
       "      <td>50</td>\n",
       "      <td>64</td>\n",
       "      <td>43</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   #                       Name Type 1  Type 2  Total  HP  Attack  Defense  \\\n",
       "0  1                  Bulbasaur  Grass  Poison    318  45      49       49   \n",
       "1  2                    Ivysaur  Grass  Poison    405  60      62       63   \n",
       "2  3                   Venusaur  Grass  Poison    525  80      82       83   \n",
       "3  3      VenusaurMega Venusaur  Grass  Poison    625  80     100      123   \n",
       "4  4                 Charmander   Fire     NaN    309  39      52       43   \n",
       "5  5                 Charmeleon   Fire     NaN    405  58      64       58   \n",
       "6  6                  Charizard   Fire  Flying    534  78      84       78   \n",
       "7  6  CharizardMega Charizard X   Fire  Dragon    634  78     130      111   \n",
       "8  6  CharizardMega Charizard Y   Fire  Flying    634  78     104       78   \n",
       "9  7                   Squirtle  Water     NaN    314  44      48       65   \n",
       "\n",
       "   Sp. Atk  Sp. Def  Speed  Generation  Legendary  \n",
       "0       65       65     45           1      False  \n",
       "1       80       80     60           1      False  \n",
       "2      100      100     80           1      False  \n",
       "3      122      120     80           1      False  \n",
       "4       60       50     65           1      False  \n",
       "5       80       65     80           1      False  \n",
       "6      109       85    100           1      False  \n",
       "7      130       85    100           1      False  \n",
       "8      159      115    100           1      False  \n",
       "9       50       64     43           1      False  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('../data/Pokemon.csv') #read the csv file and save it into a variable\n",
    "df.head(n=10) #print the first 10 rows of the table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Bulbasaur</td>\n",
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       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>VenusaurMega Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>625</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Charmander</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>309</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   #                   NAME TYPE 1  TYPE 2  TOTAL  HP  ATTACK  DEFENSE  \\\n",
       "0  1              Bulbasaur  Grass  Poison    318  45      49       49   \n",
       "1  2                Ivysaur  Grass  Poison    405  60      62       63   \n",
       "2  3               Venusaur  Grass  Poison    525  80      82       83   \n",
       "3  3  VenusaurMega Venusaur  Grass  Poison    625  80     100      123   \n",
       "4  4             Charmander   Fire     NaN    309  39      52       43   \n",
       "\n",
       "   SP. ATK  SP. DEF  SPEED  GENERATION  LEGENDARY  \n",
       "0       65       65     45           1      False  \n",
       "1       80       80     60           1      False  \n",
       "2      100      100     80           1      False  \n",
       "3      122      120     80           1      False  \n",
       "4       60       50     65           1      False  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns = df.columns.str.upper().str.replace('_', '') #change into upper case\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>TYPE 1</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>144</td>\n",
       "      <td>Articuno</td>\n",
       "      <td>Ice</td>\n",
       "      <td>Flying</td>\n",
       "      <td>580</td>\n",
       "      <td>90</td>\n",
       "      <td>85</td>\n",
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       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>145</td>\n",
       "      <td>Zapdos</td>\n",
       "      <td>Electric</td>\n",
       "      <td>Flying</td>\n",
       "      <td>580</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>85</td>\n",
       "      <td>125</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
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       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>146</td>\n",
       "      <td>Moltres</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Flying</td>\n",
       "      <td>580</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>90</td>\n",
       "      <td>125</td>\n",
       "      <td>85</td>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>150</td>\n",
       "      <td>Mewtwo</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>NaN</td>\n",
       "      <td>680</td>\n",
       "      <td>106</td>\n",
       "      <td>110</td>\n",
       "      <td>90</td>\n",
       "      <td>154</td>\n",
       "      <td>90</td>\n",
       "      <td>130</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>150</td>\n",
       "      <td>MewtwoMega Mewtwo X</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>780</td>\n",
       "      <td>106</td>\n",
       "      <td>190</td>\n",
       "      <td>100</td>\n",
       "      <td>154</td>\n",
       "      <td>100</td>\n",
       "      <td>130</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       #                 NAME    TYPE 1    TYPE 2  TOTAL   HP  ATTACK  \\\n",
       "156  144             Articuno       Ice    Flying    580   90      85   \n",
       "157  145               Zapdos  Electric    Flying    580   90      90   \n",
       "158  146              Moltres      Fire    Flying    580   90     100   \n",
       "162  150               Mewtwo   Psychic       NaN    680  106     110   \n",
       "163  150  MewtwoMega Mewtwo X   Psychic  Fighting    780  106     190   \n",
       "\n",
       "     DEFENSE  SP. ATK  SP. DEF  SPEED  GENERATION  LEGENDARY  \n",
       "156      100       95      125     85           1       True  \n",
       "157       85      125       90    100           1       True  \n",
       "158       90      125       85     90           1       True  \n",
       "162       90      154       90    130           1       True  \n",
       "163      100      154      100    130           1       True  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['LEGENDARY']==True].head(5) #Showing the legendary pokemons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.set_index('NAME') #change and set the index to the name attribute\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr>\n",
       "      <th>NAME</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Bulbasaur</th>\n",
       "      <td>1</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>318</td>\n",
       "      <td>45</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ivysaur</th>\n",
       "      <td>2</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>405</td>\n",
       "      <td>60</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Venusaur</th>\n",
       "      <td>3</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>525</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VenusaurMega Venusaur</th>\n",
       "      <td>3</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>625</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Charmander</th>\n",
       "      <td>4</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>309</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Charmeleon</th>\n",
       "      <td>5</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>405</td>\n",
       "      <td>58</td>\n",
       "      <td>64</td>\n",
       "      <td>58</td>\n",
       "      <td>80</td>\n",
       "      <td>65</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Charizard</th>\n",
       "      <td>6</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Flying</td>\n",
       "      <td>534</td>\n",
       "      <td>78</td>\n",
       "      <td>84</td>\n",
       "      <td>78</td>\n",
       "      <td>109</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CharizardMega Charizard X</th>\n",
       "      <td>6</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>634</td>\n",
       "      <td>78</td>\n",
       "      <td>130</td>\n",
       "      <td>111</td>\n",
       "      <td>130</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CharizardMega Charizard Y</th>\n",
       "      <td>6</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Flying</td>\n",
       "      <td>634</td>\n",
       "      <td>78</td>\n",
       "      <td>104</td>\n",
       "      <td>78</td>\n",
       "      <td>159</td>\n",
       "      <td>115</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Squirtle</th>\n",
       "      <td>7</td>\n",
       "      <td>Water</td>\n",
       "      <td>NaN</td>\n",
       "      <td>314</td>\n",
       "      <td>44</td>\n",
       "      <td>48</td>\n",
       "      <td>65</td>\n",
       "      <td>50</td>\n",
       "      <td>64</td>\n",
       "      <td>43</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           # TYPE 1  TYPE 2  TOTAL  HP  ATTACK  DEFENSE  \\\n",
       "NAME                                                                      \n",
       "Bulbasaur                  1  Grass  Poison    318  45      49       49   \n",
       "Ivysaur                    2  Grass  Poison    405  60      62       63   \n",
       "Venusaur                   3  Grass  Poison    525  80      82       83   \n",
       "VenusaurMega Venusaur      3  Grass  Poison    625  80     100      123   \n",
       "Charmander                 4   Fire     NaN    309  39      52       43   \n",
       "Charmeleon                 5   Fire     NaN    405  58      64       58   \n",
       "Charizard                  6   Fire  Flying    534  78      84       78   \n",
       "CharizardMega Charizard X  6   Fire  Dragon    634  78     130      111   \n",
       "CharizardMega Charizard Y  6   Fire  Flying    634  78     104       78   \n",
       "Squirtle                   7  Water     NaN    314  44      48       65   \n",
       "\n",
       "                           SP. ATK  SP. DEF  SPEED  GENERATION  LEGENDARY  \n",
       "NAME                                                                       \n",
       "Bulbasaur                       65       65     45           1      False  \n",
       "Ivysaur                         80       80     60           1      False  \n",
       "Venusaur                       100      100     80           1      False  \n",
       "VenusaurMega Venusaur          122      120     80           1      False  \n",
       "Charmander                      60       50     65           1      False  \n",
       "Charmeleon                      80       65     80           1      False  \n",
       "Charizard                      109       85    100           1      False  \n",
       "CharizardMega Charizard X      130       85    100           1      False  \n",
       "CharizardMega Charizard Y      159      115    100           1      False  \n",
       "Squirtle                        50       64     43           1      False  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(n=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import pandas as pd\n",
    "\n",
    "# # 创建一个示例 DataFrame\n",
    "# data = {'Score': [88, 92, 85]}\n",
    "# index = ['New York*', 'Los Angeles*', 'Chicago*']\n",
    "# df = pd.DataFrame(data, index=index)\n",
    "\n",
    "# # 使用 str.replace 来清理索引\n",
    "# df.index = df.index.str.replace('\\*', '', regex=True)\n",
    "# print(df)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#</th>\n",
       "      <th>TYPE 1</th>\n",
       "      <th>TYPE 2</th>\n",
       "      <th>TOTAL</th>\n",
       "      <th>HP</th>\n",
       "      <th>ATTACK</th>\n",
       "      <th>DEFENSE</th>\n",
       "      <th>SP. ATK</th>\n",
       "      <th>SP. DEF</th>\n",
       "      <th>SPEED</th>\n",
       "      <th>GENERATION</th>\n",
       "      <th>LEGENDARY</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NAME</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Bulbasaur</th>\n",
       "      <td>1</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>318</td>\n",
       "      <td>45</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ivysaur</th>\n",
       "      <td>2</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>405</td>\n",
       "      <td>60</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Venusaur</th>\n",
       "      <td>3</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>525</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mega Venusaur</th>\n",
       "      <td>3</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>625</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Charmander</th>\n",
       "      <td>4</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>309</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Charmeleon</th>\n",
       "      <td>5</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>405</td>\n",
       "      <td>58</td>\n",
       "      <td>64</td>\n",
       "      <td>58</td>\n",
       "      <td>80</td>\n",
       "      <td>65</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Charizard</th>\n",
       "      <td>6</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Flying</td>\n",
       "      <td>534</td>\n",
       "      <td>78</td>\n",
       "      <td>84</td>\n",
       "      <td>78</td>\n",
       "      <td>109</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mega Charizard X</th>\n",
       "      <td>6</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>634</td>\n",
       "      <td>78</td>\n",
       "      <td>130</td>\n",
       "      <td>111</td>\n",
       "      <td>130</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mega Charizard Y</th>\n",
       "      <td>6</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Flying</td>\n",
       "      <td>634</td>\n",
       "      <td>78</td>\n",
       "      <td>104</td>\n",
       "      <td>78</td>\n",
       "      <td>159</td>\n",
       "      <td>115</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Squirtle</th>\n",
       "      <td>7</td>\n",
       "      <td>Water</td>\n",
       "      <td>NaN</td>\n",
       "      <td>314</td>\n",
       "      <td>44</td>\n",
       "      <td>48</td>\n",
       "      <td>65</td>\n",
       "      <td>50</td>\n",
       "      <td>64</td>\n",
       "      <td>43</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  # TYPE 1  TYPE 2  TOTAL  HP  ATTACK  DEFENSE  SP. ATK  \\\n",
       "NAME                                                                      \n",
       "Bulbasaur         1  Grass  Poison    318  45      49       49       65   \n",
       "Ivysaur           2  Grass  Poison    405  60      62       63       80   \n",
       "Venusaur          3  Grass  Poison    525  80      82       83      100   \n",
       "Mega Venusaur     3  Grass  Poison    625  80     100      123      122   \n",
       "Charmander        4   Fire     NaN    309  39      52       43       60   \n",
       "Charmeleon        5   Fire     NaN    405  58      64       58       80   \n",
       "Charizard         6   Fire  Flying    534  78      84       78      109   \n",
       "Mega Charizard X  6   Fire  Dragon    634  78     130      111      130   \n",
       "Mega Charizard Y  6   Fire  Flying    634  78     104       78      159   \n",
       "Squirtle          7  Water     NaN    314  44      48       65       50   \n",
       "\n",
       "                  SP. DEF  SPEED  GENERATION  LEGENDARY  \n",
       "NAME                                                     \n",
       "Bulbasaur              65     45           1      False  \n",
       "Ivysaur                80     60           1      False  \n",
       "Venusaur              100     80           1      False  \n",
       "Mega Venusaur         120     80           1      False  \n",
       "Charmander             50     65           1      False  \n",
       "Charmeleon             65     80           1      False  \n",
       "Charizard              85    100           1      False  \n",
       "Mega Charizard X       85    100           1      False  \n",
       "Mega Charizard Y      115    100           1      False  \n",
       "Squirtle               64     43           1      False  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.index = df.index.str.replace(\".*(?=Mega\\s*)\", \"\", regex=True)\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TYPE 1</th>\n",
       "      <th>TYPE 2</th>\n",
       "      <th>TOTAL</th>\n",
       "      <th>HP</th>\n",
       "      <th>ATTACK</th>\n",
       "      <th>DEFENSE</th>\n",
       "      <th>SP. ATK</th>\n",
       "      <th>SP. DEF</th>\n",
       "      <th>SPEED</th>\n",
       "      <th>GENERATION</th>\n",
       "      <th>LEGENDARY</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NAME</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Bulbasaur</th>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>318</td>\n",
       "      <td>45</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ivysaur</th>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>405</td>\n",
       "      <td>60</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Venusaur</th>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>525</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VenusaurMega Venusaur</th>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>625</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Charmander</th>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>309</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      TYPE 1  TYPE 2  TOTAL  HP  ATTACK  DEFENSE  SP. ATK  \\\n",
       "NAME                                                                        \n",
       "Bulbasaur              Grass  Poison    318  45      49       49       65   \n",
       "Ivysaur                Grass  Poison    405  60      62       63       80   \n",
       "Venusaur               Grass  Poison    525  80      82       83      100   \n",
       "VenusaurMega Venusaur  Grass  Poison    625  80     100      123      122   \n",
       "Charmander              Fire     NaN    309  39      52       43       60   \n",
       "\n",
       "                       SP. DEF  SPEED  GENERATION  LEGENDARY  \n",
       "NAME                                                          \n",
       "Bulbasaur                   65     45           1      False  \n",
       "Ivysaur                     80     60           1      False  \n",
       "Venusaur                   100     80           1      False  \n",
       "VenusaurMega Venusaur      120     80           1      False  \n",
       "Charmander                  50     65           1      False  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=df.drop(['#'],axis=1) #drop the columns with axis=1;axis=0 is for rows\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The columns of the dataset are:  Index(['TYPE 1', 'TYPE 2', 'TOTAL', 'HP', 'ATTACK', 'DEFENSE', 'SP. ATK',\n",
      "       'SP. DEF', 'SPEED', 'GENERATION', 'LEGENDARY'],\n",
      "      dtype='object')\n",
      "The shape of the dataframe is:  (800, 11)\n"
     ]
    }
   ],
   "source": [
    "print('The columns of the dataset are: ',df.columns) #show the dataframe columns\n",
    "print('The shape of the dataframe is: ',df.shape) #shape of the dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TYPE 1</th>\n",
       "      <th>TYPE 2</th>\n",
       "      <th>TOTAL</th>\n",
       "      <th>HP</th>\n",
       "      <th>ATTACK</th>\n",
       "      <th>DEFENSE</th>\n",
       "      <th>SP. ATK</th>\n",
       "      <th>SP. DEF</th>\n",
       "      <th>SPEED</th>\n",
       "      <th>GENERATION</th>\n",
       "      <th>LEGENDARY</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NAME</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [TYPE 1, TYPE 2, TOTAL, HP, ATTACK, DEFENSE, SP. ATK, SP. DEF, SPEED, GENERATION, LEGENDARY]\n",
       "Index: []"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['TYPE 2'].isna()].head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wangl\\AppData\\Local\\Temp\\ipykernel_34424\\2786597083.py:1: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.\n",
      "The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.\n",
      "\n",
      "For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.\n",
      "\n",
      "\n",
      "  df['TYPE 2'].fillna(df['TYPE 1'], inplace=True)\n"
     ]
    }
   ],
   "source": [
    "df['TYPE 2'].fillna(df['TYPE 1'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "      <th></th>\n",
       "      <th>TYPE 1</th>\n",
       "      <th>TYPE 2</th>\n",
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       "      <th>Charmander</th>\n",
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       "    <tr>\n",
       "      <th>Charmeleon</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
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       "      <td>64</td>\n",
       "      <td>58</td>\n",
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       "      <td>65</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CharizardMega Charizard X</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>634</td>\n",
       "      <td>78</td>\n",
       "      <td>130</td>\n",
       "      <td>111</td>\n",
       "      <td>130</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>Vulpix</th>\n",
       "      <td>Fire</td>\n",
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       "      <td>299</td>\n",
       "      <td>38</td>\n",
       "      <td>41</td>\n",
       "      <td>40</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
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       "      <th>Ninetales</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>505</td>\n",
       "      <td>73</td>\n",
       "      <td>76</td>\n",
       "      <td>75</td>\n",
       "      <td>81</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Growlithe</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>350</td>\n",
       "      <td>55</td>\n",
       "      <td>70</td>\n",
       "      <td>45</td>\n",
       "      <td>70</td>\n",
       "      <td>50</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arcanine</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>555</td>\n",
       "      <td>90</td>\n",
       "      <td>110</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>95</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>Ponyta</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>410</td>\n",
       "      <td>50</td>\n",
       "      <td>85</td>\n",
       "      <td>55</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rapidash</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>500</td>\n",
       "      <td>65</td>\n",
       "      <td>100</td>\n",
       "      <td>70</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>105</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Magmar</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>495</td>\n",
       "      <td>65</td>\n",
       "      <td>95</td>\n",
       "      <td>57</td>\n",
       "      <td>100</td>\n",
       "      <td>85</td>\n",
       "      <td>93</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flareon</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>525</td>\n",
       "      <td>65</td>\n",
       "      <td>130</td>\n",
       "      <td>60</td>\n",
       "      <td>95</td>\n",
       "      <td>110</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dratini</th>\n",
       "      <td>Dragon</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>300</td>\n",
       "      <td>41</td>\n",
       "      <td>64</td>\n",
       "      <td>45</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dragonair</th>\n",
       "      <td>Dragon</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>420</td>\n",
       "      <td>61</td>\n",
       "      <td>84</td>\n",
       "      <td>65</td>\n",
       "      <td>70</td>\n",
       "      <td>70</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cyndaquil</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>309</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Quilava</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>405</td>\n",
       "      <td>58</td>\n",
       "      <td>64</td>\n",
       "      <td>58</td>\n",
       "      <td>80</td>\n",
       "      <td>65</td>\n",
       "      <td>80</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Typhlosion</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>534</td>\n",
       "      <td>78</td>\n",
       "      <td>84</td>\n",
       "      <td>78</td>\n",
       "      <td>109</td>\n",
       "      <td>85</td>\n",
       "      <td>100</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Slugma</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>250</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>70</td>\n",
       "      <td>40</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Magby</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>365</td>\n",
       "      <td>45</td>\n",
       "      <td>75</td>\n",
       "      <td>37</td>\n",
       "      <td>70</td>\n",
       "      <td>55</td>\n",
       "      <td>83</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Entei</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>580</td>\n",
       "      <td>115</td>\n",
       "      <td>115</td>\n",
       "      <td>85</td>\n",
       "      <td>90</td>\n",
       "      <td>75</td>\n",
       "      <td>100</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Torchic</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>310</td>\n",
       "      <td>45</td>\n",
       "      <td>60</td>\n",
       "      <td>40</td>\n",
       "      <td>70</td>\n",
       "      <td>50</td>\n",
       "      <td>45</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Torkoal</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>470</td>\n",
       "      <td>70</td>\n",
       "      <td>85</td>\n",
       "      <td>140</td>\n",
       "      <td>85</td>\n",
       "      <td>70</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bagon</th>\n",
       "      <td>Dragon</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>300</td>\n",
       "      <td>45</td>\n",
       "      <td>75</td>\n",
       "      <td>60</td>\n",
       "      <td>40</td>\n",
       "      <td>30</td>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shelgon</th>\n",
       "      <td>Dragon</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>420</td>\n",
       "      <td>65</td>\n",
       "      <td>95</td>\n",
       "      <td>100</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chimchar</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>309</td>\n",
       "      <td>44</td>\n",
       "      <td>58</td>\n",
       "      <td>44</td>\n",
       "      <td>58</td>\n",
       "      <td>44</td>\n",
       "      <td>61</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Magmortar</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>540</td>\n",
       "      <td>75</td>\n",
       "      <td>95</td>\n",
       "      <td>67</td>\n",
       "      <td>125</td>\n",
       "      <td>95</td>\n",
       "      <td>83</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tepig</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>308</td>\n",
       "      <td>65</td>\n",
       "      <td>63</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pansear</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>316</td>\n",
       "      <td>50</td>\n",
       "      <td>53</td>\n",
       "      <td>48</td>\n",
       "      <td>53</td>\n",
       "      <td>48</td>\n",
       "      <td>64</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Simisear</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>498</td>\n",
       "      <td>75</td>\n",
       "      <td>98</td>\n",
       "      <td>63</td>\n",
       "      <td>98</td>\n",
       "      <td>63</td>\n",
       "      <td>101</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Darumaka</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>315</td>\n",
       "      <td>70</td>\n",
       "      <td>90</td>\n",
       "      <td>45</td>\n",
       "      <td>15</td>\n",
       "      <td>45</td>\n",
       "      <td>50</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DarmanitanStandard Mode</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>480</td>\n",
       "      <td>105</td>\n",
       "      <td>140</td>\n",
       "      <td>55</td>\n",
       "      <td>30</td>\n",
       "      <td>55</td>\n",
       "      <td>95</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Axew</th>\n",
       "      <td>Dragon</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>320</td>\n",
       "      <td>46</td>\n",
       "      <td>87</td>\n",
       "      <td>60</td>\n",
       "      <td>30</td>\n",
       "      <td>40</td>\n",
       "      <td>57</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fraxure</th>\n",
       "      <td>Dragon</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>410</td>\n",
       "      <td>66</td>\n",
       "      <td>117</td>\n",
       "      <td>70</td>\n",
       "      <td>40</td>\n",
       "      <td>50</td>\n",
       "      <td>67</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Haxorus</th>\n",
       "      <td>Dragon</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>540</td>\n",
       "      <td>76</td>\n",
       "      <td>147</td>\n",
       "      <td>90</td>\n",
       "      <td>60</td>\n",
       "      <td>70</td>\n",
       "      <td>97</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Druddigon</th>\n",
       "      <td>Dragon</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>485</td>\n",
       "      <td>77</td>\n",
       "      <td>120</td>\n",
       "      <td>90</td>\n",
       "      <td>60</td>\n",
       "      <td>90</td>\n",
       "      <td>48</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Heatmor</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>484</td>\n",
       "      <td>85</td>\n",
       "      <td>97</td>\n",
       "      <td>66</td>\n",
       "      <td>105</td>\n",
       "      <td>66</td>\n",
       "      <td>65</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Reshiram</th>\n",
       "      <td>Dragon</td>\n",
       "      <td>Fire</td>\n",
       "      <td>680</td>\n",
       "      <td>100</td>\n",
       "      <td>120</td>\n",
       "      <td>100</td>\n",
       "      <td>150</td>\n",
       "      <td>120</td>\n",
       "      <td>90</td>\n",
       "      <td>5</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fennekin</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>307</td>\n",
       "      <td>40</td>\n",
       "      <td>45</td>\n",
       "      <td>40</td>\n",
       "      <td>62</td>\n",
       "      <td>60</td>\n",
       "      <td>60</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Braixen</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Fire</td>\n",
       "      <td>409</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>58</td>\n",
       "      <td>90</td>\n",
       "      <td>70</td>\n",
       "      <td>73</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Goomy</th>\n",
       "      <td>Dragon</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>300</td>\n",
       "      <td>45</td>\n",
       "      <td>50</td>\n",
       "      <td>35</td>\n",
       "      <td>55</td>\n",
       "      <td>75</td>\n",
       "      <td>40</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sliggoo</th>\n",
       "      <td>Dragon</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>452</td>\n",
       "      <td>68</td>\n",
       "      <td>75</td>\n",
       "      <td>53</td>\n",
       "      <td>83</td>\n",
       "      <td>113</td>\n",
       "      <td>60</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Goodra</th>\n",
       "      <td>Dragon</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>600</td>\n",
       "      <td>90</td>\n",
       "      <td>100</td>\n",
       "      <td>70</td>\n",
       "      <td>110</td>\n",
       "      <td>150</td>\n",
       "      <td>80</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           TYPE 1  TYPE 2  TOTAL   HP  ATTACK  DEFENSE  \\\n",
       "NAME                                                                     \n",
       "Charmander                   Fire    Fire    309   39      52       43   \n",
       "Charmeleon                   Fire    Fire    405   58      64       58   \n",
       "CharizardMega Charizard X    Fire  Dragon    634   78     130      111   \n",
       "Vulpix                       Fire    Fire    299   38      41       40   \n",
       "Ninetales                    Fire    Fire    505   73      76       75   \n",
       "Growlithe                    Fire    Fire    350   55      70       45   \n",
       "Arcanine                     Fire    Fire    555   90     110       80   \n",
       "Ponyta                       Fire    Fire    410   50      85       55   \n",
       "Rapidash                     Fire    Fire    500   65     100       70   \n",
       "Magmar                       Fire    Fire    495   65      95       57   \n",
       "Flareon                      Fire    Fire    525   65     130       60   \n",
       "Dratini                    Dragon  Dragon    300   41      64       45   \n",
       "Dragonair                  Dragon  Dragon    420   61      84       65   \n",
       "Cyndaquil                    Fire    Fire    309   39      52       43   \n",
       "Quilava                      Fire    Fire    405   58      64       58   \n",
       "Typhlosion                   Fire    Fire    534   78      84       78   \n",
       "Slugma                       Fire    Fire    250   40      40       40   \n",
       "Magby                        Fire    Fire    365   45      75       37   \n",
       "Entei                        Fire    Fire    580  115     115       85   \n",
       "Torchic                      Fire    Fire    310   45      60       40   \n",
       "Torkoal                      Fire    Fire    470   70      85      140   \n",
       "Bagon                      Dragon  Dragon    300   45      75       60   \n",
       "Shelgon                    Dragon  Dragon    420   65      95      100   \n",
       "Chimchar                     Fire    Fire    309   44      58       44   \n",
       "Magmortar                    Fire    Fire    540   75      95       67   \n",
       "Tepig                        Fire    Fire    308   65      63       45   \n",
       "Pansear                      Fire    Fire    316   50      53       48   \n",
       "Simisear                     Fire    Fire    498   75      98       63   \n",
       "Darumaka                     Fire    Fire    315   70      90       45   \n",
       "DarmanitanStandard Mode      Fire    Fire    480  105     140       55   \n",
       "Axew                       Dragon  Dragon    320   46      87       60   \n",
       "Fraxure                    Dragon  Dragon    410   66     117       70   \n",
       "Haxorus                    Dragon  Dragon    540   76     147       90   \n",
       "Druddigon                  Dragon  Dragon    485   77     120       90   \n",
       "Heatmor                      Fire    Fire    484   85      97       66   \n",
       "Reshiram                   Dragon    Fire    680  100     120      100   \n",
       "Fennekin                     Fire    Fire    307   40      45       40   \n",
       "Braixen                      Fire    Fire    409   59      59       58   \n",
       "Goomy                      Dragon  Dragon    300   45      50       35   \n",
       "Sliggoo                    Dragon  Dragon    452   68      75       53   \n",
       "Goodra                     Dragon  Dragon    600   90     100       70   \n",
       "\n",
       "                           SP. ATK  SP. DEF  SPEED  GENERATION  LEGENDARY  \n",
       "NAME                                                                       \n",
       "Charmander                      60       50     65           1      False  \n",
       "Charmeleon                      80       65     80           1      False  \n",
       "CharizardMega Charizard X      130       85    100           1      False  \n",
       "Vulpix                          50       65     65           1      False  \n",
       "Ninetales                       81      100    100           1      False  \n",
       "Growlithe                       70       50     60           1      False  \n",
       "Arcanine                       100       80     95           1      False  \n",
       "Ponyta                          65       65     90           1      False  \n",
       "Rapidash                        80       80    105           1      False  \n",
       "Magmar                         100       85     93           1      False  \n",
       "Flareon                         95      110     65           1      False  \n",
       "Dratini                         50       50     50           1      False  \n",
       "Dragonair                       70       70     70           1      False  \n",
       "Cyndaquil                       60       50     65           2      False  \n",
       "Quilava                         80       65     80           2      False  \n",
       "Typhlosion                     109       85    100           2      False  \n",
       "Slugma                          70       40     20           2      False  \n",
       "Magby                           70       55     83           2      False  \n",
       "Entei                           90       75    100           2       True  \n",
       "Torchic                         70       50     45           3      False  \n",
       "Torkoal                         85       70     20           3      False  \n",
       "Bagon                           40       30     50           3      False  \n",
       "Shelgon                         60       50     50           3      False  \n",
       "Chimchar                        58       44     61           4      False  \n",
       "Magmortar                      125       95     83           4      False  \n",
       "Tepig                           45       45     45           5      False  \n",
       "Pansear                         53       48     64           5      False  \n",
       "Simisear                        98       63    101           5      False  \n",
       "Darumaka                        15       45     50           5      False  \n",
       "DarmanitanStandard Mode         30       55     95           5      False  \n",
       "Axew                            30       40     57           5      False  \n",
       "Fraxure                         40       50     67           5      False  \n",
       "Haxorus                         60       70     97           5      False  \n",
       "Druddigon                       60       90     48           5      False  \n",
       "Heatmor                        105       66     65           5      False  \n",
       "Reshiram                       150      120     90           5       True  \n",
       "Fennekin                        62       60     60           6      False  \n",
       "Braixen                         90       70     73           6      False  \n",
       "Goomy                           55       75     40           6      False  \n",
       "Sliggoo                         83      113     60           6      False  \n",
       "Goodra                         110      150     80           6      False  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[((df['TYPE 1']=='Fire') | (df['TYPE 1']=='Dragon')) & ((df['TYPE 2']=='Dragon') | (df['TYPE 2']=='Fire'))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAx HP: 261\n",
      "Max DEFENCE: SteelixMega Steelix\n"
     ]
    }
   ],
   "source": [
    "print(\"MAx HP:\",df['HP'].argmax()) #returns the pokemon with highest HP\n",
    "print(\"Max DEFENCE:\",(df['DEFENSE']).idxmax()) #similar to argmax()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The unique pokemon types are ['Grass' 'Fire' 'Water' 'Bug' 'Normal' 'Poison' 'Electric' 'Ground'\n",
      " 'Fairy' 'Fighting' 'Psychic' 'Rock' 'Ghost' 'Ice' 'Dragon' 'Dark' 'Steel'\n",
      " 'Flying']\n",
      "The number of unique types are 18\n"
     ]
    }
   ],
   "source": [
    "print('The unique pokemon types are',df['TYPE 1'].unique()) #shows all the unique types in column\n",
    "print('The number of unique types are',df['TYPE 1'].nunique()) #shows count of unique values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TYPE 1\n",
       "Bug          69\n",
       "Dark         31\n",
       "Dragon       32\n",
       "Electric     44\n",
       "Fairy        17\n",
       "Fighting     27\n",
       "Fire         52\n",
       "Flying        4\n",
       "Ghost        32\n",
       "Grass        70\n",
       "Ground       32\n",
       "Ice          24\n",
       "Normal       98\n",
       "Poison       28\n",
       "Psychic      57\n",
       "Rock         44\n",
       "Steel        27\n",
       "Water       112\n",
       "dtype: int64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# print(df['TYPE 1'].value_counts(), '\\n' ,df['TYPE 2'].value_counts())#count different types of pokemons\n",
    "df.groupby(['TYPE 1']).size() #same as above\n",
    "# (df['TYPE 1']=='Bug').sum() #counts for a single value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bins=range(0,200,40) #they act as containers\n",
    "plt.hist(df[\"ATTACK\"],bins,histtype=\"bar\",rwidth=1.2,color='#0ff0ff') #hist() is used to plot a histogram\n",
    "plt.xlabel('Attack') #set the xlabel name\n",
    "plt.ylabel('Count') #set the ylabel name\n",
    "plt.plot()\n",
    "plt.axvline(df['ATTACK'].mean(),linestyle='dashed',color='red') #draw a vertical line showing the average \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fire=df[(df['TYPE 1']=='Fire') | ((df['TYPE 2'])==\"Fire\")] #fire contains all fire pokemons\n",
    "water=df[(df['TYPE 1']=='Water') | ((df['TYPE 2'])==\"Water\")] #all water pokemins\n",
    "plt.scatter(fire.ATTACK.head(50),fire.DEFENSE.head(50),color='Red',label='Fire',marker=\"*\",s=50) #scatter \n",
    "plt.scatter(water.ATTACK.head(50),water.DEFENSE.head(50),color='Blue',label=\"Water\",s=25)\n",
    "plt.xlabel(\"Attack\")\n",
    "plt.ylabel(\"DEFENCE\")\n",
    "plt.legend()\n",
    "plt.plot()\n",
    "fig=plt.gcf() #get the current figure using .gcf()\n",
    "fig.set_size_inches(12,6) #set the size for the figure\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TYPE 1</th>\n",
       "      <th>TYPE 2</th>\n",
       "      <th>TOTAL</th>\n",
       "      <th>HP</th>\n",
       "      <th>ATTACK</th>\n",
       "      <th>DEFENSE</th>\n",
       "      <th>SP. ATK</th>\n",
       "      <th>SP. DEF</th>\n",
       "      <th>SPEED</th>\n",
       "      <th>GENERATION</th>\n",
       "      <th>LEGENDARY</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NAME</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>RayquazaMega Rayquaza</th>\n",
       "      <td>Dragon</td>\n",
       "      <td>Flying</td>\n",
       "      <td>780</td>\n",
       "      <td>105</td>\n",
       "      <td>180</td>\n",
       "      <td>100</td>\n",
       "      <td>180</td>\n",
       "      <td>100</td>\n",
       "      <td>115</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MewtwoMega Mewtwo Y</th>\n",
       "      <td>Psychic</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>780</td>\n",
       "      <td>106</td>\n",
       "      <td>150</td>\n",
       "      <td>70</td>\n",
       "      <td>194</td>\n",
       "      <td>120</td>\n",
       "      <td>140</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KyogrePrimal Kyogre</th>\n",
       "      <td>Water</td>\n",
       "      <td>Water</td>\n",
       "      <td>770</td>\n",
       "      <td>100</td>\n",
       "      <td>150</td>\n",
       "      <td>90</td>\n",
       "      <td>180</td>\n",
       "      <td>160</td>\n",
       "      <td>90</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GroudonPrimal Groudon</th>\n",
       "      <td>Ground</td>\n",
       "      <td>Fire</td>\n",
       "      <td>770</td>\n",
       "      <td>100</td>\n",
       "      <td>180</td>\n",
       "      <td>160</td>\n",
       "      <td>150</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arceus</th>\n",
       "      <td>Normal</td>\n",
       "      <td>Normal</td>\n",
       "      <td>720</td>\n",
       "      <td>120</td>\n",
       "      <td>120</td>\n",
       "      <td>120</td>\n",
       "      <td>120</td>\n",
       "      <td>120</td>\n",
       "      <td>120</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MetagrossMega Metagross</th>\n",
       "      <td>Steel</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>700</td>\n",
       "      <td>80</td>\n",
       "      <td>145</td>\n",
       "      <td>150</td>\n",
       "      <td>105</td>\n",
       "      <td>110</td>\n",
       "      <td>110</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TyranitarMega Tyranitar</th>\n",
       "      <td>Rock</td>\n",
       "      <td>Dark</td>\n",
       "      <td>700</td>\n",
       "      <td>100</td>\n",
       "      <td>164</td>\n",
       "      <td>150</td>\n",
       "      <td>95</td>\n",
       "      <td>120</td>\n",
       "      <td>71</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GiratinaOrigin Forme</th>\n",
       "      <td>Ghost</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>680</td>\n",
       "      <td>150</td>\n",
       "      <td>120</td>\n",
       "      <td>100</td>\n",
       "      <td>120</td>\n",
       "      <td>100</td>\n",
       "      <td>90</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ho-oh</th>\n",
       "      <td>Fire</td>\n",
       "      <td>Flying</td>\n",
       "      <td>680</td>\n",
       "      <td>106</td>\n",
       "      <td>130</td>\n",
       "      <td>90</td>\n",
       "      <td>110</td>\n",
       "      <td>154</td>\n",
       "      <td>90</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Xerneas</th>\n",
       "      <td>Fairy</td>\n",
       "      <td>Fairy</td>\n",
       "      <td>680</td>\n",
       "      <td>126</td>\n",
       "      <td>131</td>\n",
       "      <td>95</td>\n",
       "      <td>131</td>\n",
       "      <td>98</td>\n",
       "      <td>99</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yveltal</th>\n",
       "      <td>Dark</td>\n",
       "      <td>Flying</td>\n",
       "      <td>680</td>\n",
       "      <td>126</td>\n",
       "      <td>131</td>\n",
       "      <td>95</td>\n",
       "      <td>131</td>\n",
       "      <td>98</td>\n",
       "      <td>99</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SceptileMega Sceptile</th>\n",
       "      <td>Grass</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>630</td>\n",
       "      <td>70</td>\n",
       "      <td>110</td>\n",
       "      <td>75</td>\n",
       "      <td>145</td>\n",
       "      <td>85</td>\n",
       "      <td>145</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LucarioMega Lucario</th>\n",
       "      <td>Fighting</td>\n",
       "      <td>Steel</td>\n",
       "      <td>625</td>\n",
       "      <td>70</td>\n",
       "      <td>145</td>\n",
       "      <td>88</td>\n",
       "      <td>140</td>\n",
       "      <td>70</td>\n",
       "      <td>112</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AmpharosMega Ampharos</th>\n",
       "      <td>Electric</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>610</td>\n",
       "      <td>90</td>\n",
       "      <td>95</td>\n",
       "      <td>105</td>\n",
       "      <td>165</td>\n",
       "      <td>110</td>\n",
       "      <td>45</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ScizorMega Scizor</th>\n",
       "      <td>Bug</td>\n",
       "      <td>Steel</td>\n",
       "      <td>600</td>\n",
       "      <td>70</td>\n",
       "      <td>150</td>\n",
       "      <td>140</td>\n",
       "      <td>65</td>\n",
       "      <td>100</td>\n",
       "      <td>75</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GlalieMega Glalie</th>\n",
       "      <td>Ice</td>\n",
       "      <td>Ice</td>\n",
       "      <td>580</td>\n",
       "      <td>80</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TornadusTherian Forme</th>\n",
       "      <td>Flying</td>\n",
       "      <td>Flying</td>\n",
       "      <td>580</td>\n",
       "      <td>79</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>110</td>\n",
       "      <td>90</td>\n",
       "      <td>121</td>\n",
       "      <td>5</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Crobat</th>\n",
       "      <td>Poison</td>\n",
       "      <td>Flying</td>\n",
       "      <td>535</td>\n",
       "      <td>85</td>\n",
       "      <td>90</td>\n",
       "      <td>80</td>\n",
       "      <td>70</td>\n",
       "      <td>80</td>\n",
       "      <td>130</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           TYPE 1   TYPE 2  TOTAL   HP  ATTACK  DEFENSE  \\\n",
       "NAME                                                                      \n",
       "RayquazaMega Rayquaza      Dragon   Flying    780  105     180      100   \n",
       "MewtwoMega Mewtwo Y       Psychic  Psychic    780  106     150       70   \n",
       "KyogrePrimal Kyogre         Water    Water    770  100     150       90   \n",
       "GroudonPrimal Groudon      Ground     Fire    770  100     180      160   \n",
       "Arceus                     Normal   Normal    720  120     120      120   \n",
       "MetagrossMega Metagross     Steel  Psychic    700   80     145      150   \n",
       "TyranitarMega Tyranitar      Rock     Dark    700  100     164      150   \n",
       "GiratinaOrigin Forme        Ghost   Dragon    680  150     120      100   \n",
       "Ho-oh                        Fire   Flying    680  106     130       90   \n",
       "Xerneas                     Fairy    Fairy    680  126     131       95   \n",
       "Yveltal                      Dark   Flying    680  126     131       95   \n",
       "SceptileMega Sceptile       Grass   Dragon    630   70     110       75   \n",
       "LucarioMega Lucario      Fighting    Steel    625   70     145       88   \n",
       "AmpharosMega Ampharos    Electric   Dragon    610   90      95      105   \n",
       "ScizorMega Scizor             Bug    Steel    600   70     150      140   \n",
       "GlalieMega Glalie             Ice      Ice    580   80     120       80   \n",
       "TornadusTherian Forme      Flying   Flying    580   79     100       80   \n",
       "Crobat                     Poison   Flying    535   85      90       80   \n",
       "\n",
       "                         SP. ATK  SP. DEF  SPEED  GENERATION  LEGENDARY  \n",
       "NAME                                                                     \n",
       "RayquazaMega Rayquaza        180      100    115           3       True  \n",
       "MewtwoMega Mewtwo Y          194      120    140           1       True  \n",
       "KyogrePrimal Kyogre          180      160     90           3       True  \n",
       "GroudonPrimal Groudon        150       90     90           3       True  \n",
       "Arceus                       120      120    120           4       True  \n",
       "MetagrossMega Metagross      105      110    110           3      False  \n",
       "TyranitarMega Tyranitar       95      120     71           2      False  \n",
       "GiratinaOrigin Forme         120      100     90           4       True  \n",
       "Ho-oh                        110      154     90           2       True  \n",
       "Xerneas                      131       98     99           6       True  \n",
       "Yveltal                      131       98     99           6       True  \n",
       "SceptileMega Sceptile        145       85    145           3      False  \n",
       "LucarioMega Lucario          140       70    112           4      False  \n",
       "AmpharosMega Ampharos        165      110     45           2      False  \n",
       "ScizorMega Scizor             65      100     75           2      False  \n",
       "GlalieMega Glalie            120       80    100           3      False  \n",
       "TornadusTherian Forme        110       90    121           5       True  \n",
       "Crobat                        70       80    130           2      False  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "strong=df.sort_values(by='TOTAL', ascending=False) #sorting the rows in descending order\n",
    "strong.drop_duplicates(subset=['TYPE 1'],keep='first') #"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = 'Water', 'Normal', 'Grass', 'Bug', 'Psychic', 'Fire', 'Electric', 'Rock', 'Other'\n",
    "sizes = [112, 98, 70, 69, 57, 52, 44, 44, 175]\n",
    "colors = ['Yellow', 'Blue', '#00ff00', 'Coral', 'Red', 'Gray', 'silver', 'white', 'Maroon']\n",
    "explode = (0, 0, 0.1, 0.2, 0, 0, 0, 0, 0) # only \"explode\" the 3rd slice \n",
    "plt.pie(sizes, explode=explode, labels=labels, colors=colors,\n",
    " autopct='%1.1f%%', shadow=True, startangle=90)\n",
    "plt.axis('equal')\n",
    "plt.title(\"Percentage of Different Types of Pokemon\")\n",
    "plt.plot()\n",
    "fig=plt.gcf()\n",
    "fig.set_size_inches(7,7)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2=df.drop(['GENERATION','TOTAL'],axis=1)\n",
    "sns.boxplot(data=df2)\n",
    "plt.ylim(0,300) #change the scale of y axix\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>HP</th>\n",
       "      <th>ATTACK</th>\n",
       "      <th>DEFENSE</th>\n",
       "      <th>SP. ATK</th>\n",
       "      <th>SP. DEF</th>\n",
       "      <th>SPEED</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>800.000000</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>800.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>69.258750</td>\n",
       "      <td>79.001250</td>\n",
       "      <td>73.842500</td>\n",
       "      <td>72.820000</td>\n",
       "      <td>71.902500</td>\n",
       "      <td>68.277500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>25.534669</td>\n",
       "      <td>32.457366</td>\n",
       "      <td>31.183501</td>\n",
       "      <td>32.722294</td>\n",
       "      <td>27.828916</td>\n",
       "      <td>29.060474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>50.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>49.750000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>45.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>65.000000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>65.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>80.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>90.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>255.000000</td>\n",
       "      <td>190.000000</td>\n",
       "      <td>230.000000</td>\n",
       "      <td>194.000000</td>\n",
       "      <td>230.000000</td>\n",
       "      <td>180.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               HP      ATTACK     DEFENSE     SP. ATK     SP. DEF       SPEED\n",
       "count  800.000000  800.000000  800.000000  800.000000  800.000000  800.000000\n",
       "mean    69.258750   79.001250   73.842500   72.820000   71.902500   68.277500\n",
       "std     25.534669   32.457366   31.183501   32.722294   27.828916   29.060474\n",
       "min      1.000000    5.000000    5.000000   10.000000   20.000000    5.000000\n",
       "25%     50.000000   55.000000   50.000000   49.750000   50.000000   45.000000\n",
       "50%     65.000000   75.000000   70.000000   65.000000   70.000000   65.000000\n",
       "75%     80.000000  100.000000   90.000000   95.000000   90.000000   90.000000\n",
       "max    255.000000  190.000000  230.000000  194.000000  230.000000  180.000000"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/+ZdDb/83f/M3+MlPfoKvf/3r+OQnP9lTvbaaSrZRb/vzn/8cAPDa1752YChpjMG9997b93ulUglHH300fvazn+Guu+6C1npdcyYPOuggXHfddTjppJPwi1/8Ah/60IcghMBb3vKWNT9mt4cffhhzc3MD50xGUdSZmzgoWHMcB2eccQY+/elP48Ybb8Tc3ByuueaaTptb221cu5155pnYunUr7r33XvzsZz/D9u3b8dhjj63quP71X/8Vp5122sDv//jHP+78d/dz9Gu/9mud/966dSte8YpXrPLoiYiIiIiIVoczJomIiIiIiBZt27YNt912GwDgpJNOwpve9Kah/2vPCXzkkUdw++239zze1NQUACCO46F/96i3lVICWHnO37e+9S088cQTA7//27/92wCA7du34+qrrx56bMO0w8lf/uVfhlIKH/zgB/Ev//Iv635cIA1Zv/a1rw38/tVXXw3f9wFgxWDt9NNPh+u6SJIEV1xxRaeN6zOf+Uwcc8wxmRzrWpxyyinYvHkzgLRNb/u49t13X5x44okjPcY3v/nNgb8PUspOBeZ+++3XE0b+2q/9WqdV8aWXXrqmSmEiIiIiIqLVYDBJRERERES0qHsm48knnzzSfV7/+td3qh3b1ZZtBx54IADgoYceGjrrsX3bBx98cMXbHXnkkQCAG2+8EQsLC8u+/+CDD+Kcc85Z8THe//73Y9OmTQCAc845Z2B1JQA8+uijKz5W28EHH4zrrrsORx11FJRS+MAHPoBvfOMbI913mPPPP79TKbr02P7kT/4EALBp0ya8/e1vH/gYhx56KI4//ngAwN/+7d/i3/7t3wAUWy0JANPT053Wt1deeSW+/e1vAwDe+ta3olKpjPQYO3fuxB/90R/1/d5nPvMZ/OIXvwAAvPOd70S5XO58z3Ec/K//9b8AAI8//jje8573rBh4h2GIiy++GGEYjnRcRERERERES7GVKxERERER0aJ2Zdm+++6Ll73sZSPd59BDD8UxxxyD//f//h+uvfZanH/++ZidnQUAHHvssbjsssuwa9cufOITn8Cpp56KffbZBwDgeR6OOOKIzuMce+yxuO222/DjH/8YF1xwAY4//vjO40xNTeGQQw4BALztbW/Dueeei+3bt+PVr341Pvaxj+Hoo49GGIb44Q9/iIsuughxHOO5z33uwMDxKU95Ci644AK8733vw/z8PE444QScfvrpOOGEE3DQQQchDEP813/9F773ve/hhhtu6JlRuJKDDz4Y119/PU466STcf//9eN/73gchBN7whjeMdP9+jjrqKOzatQsnnHACzjrrLLz0pS+F67q4++67ceGFF3aO7Y//+I8HzphsO+OMM3DTTTd1ZmuWy+UVW6DacsYZZ+DLX/5yz1zQM844Y+T7v+AFL8BXvvIVPPzww3jPe96Dww8/HDt27MBXv/pVXHfddQCAI444ohNCdnvXu96FW265Bd/85jdx00034Td+4zfw7ne/Gy984QuxZcsW+L6P+++/H1u3bsX111+PWq3WNwB+4IEHsHXr1p6vtStZfd/HZZdd1vO9F73oRZ2QnYiIiIiIJoeoVqsrb9slIiIiIiKaAPfccw9OOOEEAMA73vEOfOELXxj5vp///Odx7rnnAgC+9KUvdcKuZrOJl7zkJXjooYeW3efwww/HT3/6086fH3/8cbz4xS/uWwX54he/GN/61rcAAEmS4NRTT8XNN9/c91imp6dx0UUX4aabbsLll1++7O/pdtVVV+Hss8/uBEiDdAdmAHDiiSfijjvu6Dmubo8//jhOOukkPPDAA/A8D//wD/+AU045ZcW/Y6nuv+NjH/sY3v3udw88zrPPPhuf+tSnhj6mlBLPetazOsHk61//elxyySWrOq5RPec5z8G2bdtWfP67vfKVr+xUcT7vec/DLbfcsuLtb7vtNrzuda8DAHzjG9/AF77wBXz/+9/ve9vDDjsM3/zmN3HUUUf1/b6UEp/85Cfx5S9/GVrrFf/e2dlZ/OIXv1g23/Syyy7DRz7ykRXv2+0LX/gC3vGOd4x8eyIiIiIiGg9s5UpERERERITeNqyjtnHtd/vux9m0aRO+853v4IMf/CCe8YxnYGZmZuBjHHLIIbj55ptxxhln4Mgjj+zMnFyqVCrh61//Oj772c/i+c9/PmZmZjA9PY0jjzwSv/u7v4tbb7115BDwLW95C/793/8dH//4x/Hrv/7r2HfffeG6LvbZZx8873nPw4c//GH84Ac/GO1JWPJvuf7663HkkUdCSon3vve9+OY3v7nqx2k74YQT8IMf/ABnnnkmjjjiCFQqFey///747d/+bVxzzTUjhZJAWqX6pje9qfPn1VQl5u3UU0/t/Pdqj6tUKuGqq67CBRdcgGOPPRb77rsvpqam8IxnPAO///u/jzvvvHNgKAmkz8tnP/tZ3HnnnfjQhz6E5zznOdiyZUvnd+GZz3wm3vrWt+JLX/oSfv7zny8LJYmIiIiIiEbFikkiIiIiIiKaGKeccgpuueUWHHroofjpT38Kx9kY+3XPOussXHLJJZiensbPf/5zbN68ecXbd1dMXnfddXjpS19q4zCJiIiIiIjWZWNcgRERERERERHl7OGHH8att94KIJ3VuVFCyWaziauvvhoA8LrXvW5oKElERERERLS32hhXYSt4/PHH8cUvfhFveMMb8OxnPxtPfvKT8fSnPx1nnHEGfvSjH/W9T71exyc+8Qk8+9nPxlOe8hQ85znPwbnnnotms9n39lpr/P3f/z2OO+44HHTQQTjqqKPwnve8p+8cGCIiIiIiIto7ff7zn4cxBq7r4p3vfGfRh9Pxj//4j2g0GgCA97znPQUfDRERERERUX68og9gmIsvvhgXXnghnva0p+GVr3wlDjjgANx///341re+hW9961v4h3/4B7zxjW/s3N73fZx44on46U9/ile96lV485vfjJ/85Cf4/Oc/jzvuuAM33HDDslktZ599Ni655BI885nPxAc+8AFs374d11xzDW6++WZ873vfW3EWBxEREREREW1MQRBg+/btaLVa+M53voN//Md/BAC89a1vxeGHH17YcUkp8cgjjyCKItx55534zGc+AwB48YtfjGOPPbaw4yIiIiIiIsrbhg8mX/CCF+D666/HS17ykp6v33nnnTj55JPxe7/3ezjxxBNRqVQAAH/zN3+Dn/70pzj77LPxqU99qnP7T33qU7jwwgvxxS9+Eb/3e7/X+foPf/hDXHLJJTjuuONwzTXXoFwuAwDe8pa34C1veQvOOeccfOMb38j/H0pERERERESZ+tGPftSZw9j2lKc8pedasQiPPfYYXvCCF/R8bWZmBueff35BR0RERERERGTHhm/l+vrXv35ZKAkAxx13HF760peiWq3ivvvuAwAYY3DppZdi06ZNOOecc3puf84552DTpk245JJLer7e/vMnP/nJTigJAK9+9avxkpe8BDfffDO2bduW9T+LiIiIiIiILDrooIPwpje9Cd/5zndw4IEHFn04HQcccABe85rX4MYbb8TRRx9d9OEQERERERHlasNXTK6kVCoBAFzXBQDcf//92L59O37rt34Ls7OzPbednZ3Fsccei+9///t49NFHcdhhhwEAbr/9dszOzuI3f/M3lz3+b/3Wb+H222/HHXfcgdNOOy3nfw0RERERERFlqb2ZdaN56lOfuu7j2qj/NiIiIiIiopVs+IrJQbZt24ZbbrkFBx10EJ71rGcBSINJADjyyCP73qf99fbtfN/HE088gac+9amdcHOl2xMRERERERERERERERHR2uyVwWSSJPjABz6AKIrwqU99qhMq1ut1AMDmzZv73m+fffbpuV37/9tfH3Z7IiIiIiIiIiIiIiIiIlqbvS6Y1Frjwx/+MO688068853vZItVIiIiIiIiIiIiIiIior3AXjVjUmuNj3zkI7jqqqvw1re+FRdccEHP99sVjrVare/9l1ZIDquIHFZRSURE6xNFET7y8U8AAL7wl3+BSqVS8BEREZFtDz30EP704svw+JOehnc81cEZb+fGQyKy59Zbb8WFt9yHXYcfi5I/jxfXf4TzPvmHRR8WERFZdPfdd+Ovv30PHjvixQCAX/3Xr+DLf3chhBAFHxkR0Xjaa4LJdqXkFVdcgTe/+c246KKL4Di9BZ9HHXUUAOCBBx7o+xjtr7dvNzs7i4MOOggPP/wwlFLL5kwuvT0REWVLa41mswUAMMYUfDRERFSEJElQ8wMseAkavir6cIhowoRhiHk/xkIoUYok6jWOciEimjS+72N3K8FCKAEAjSBEHMfcPE1ElJO9opVrdyj5xje+EX//93+/LEQE0gDx4IMPxt133w3f93u+5/s+7r77bjz1qU/FYYcd1vn6i1/8Yvi+j7vuumvZ433/+98HABx33HEZ/4uIiAhI39+NEDAi/W8iIpo8SikY4cIIB1IxmCQiu6SUUCJdGjHC5fsQEdEEiqIIidhTvyPcEqIoKvCIiIjG24YPJtvtW6+44gqccsopuPjii/uGkgAghMAZZ5yBZrOJ888/v+d7559/PprNJt75znf2fL395z//8z9HHMedr3/3u9/F7bffjle96lU44ogjMv5XERERsFglKQQAwWCSiGhCpcGkAISDRMqiD4eIJkycJNCLSyPGcaH4PkRENHGCMITsCiaNx2CSiChPG76V62c/+1lcfvnl2LRpE375l395WeAIACeeeCJ+7dd+DQDwsY99DDfccAMuvPBC/OQnP8Fzn/tc3Hvvvbj55pvxghe8AB/60Id67vuyl70MZ555Ji655BK8/OUvxwknnIAnnngCV199Nfbdd1/85V/+pZV/JxHRJNJaA8IBYBhMEhFNKKUUDBwYx4FkIEBEliWJBJx087MRDhQrJomIJo4fRDBuqfNn45Z6CliIiChbGz6YfOSRRwAAzWYTf/VXf9X3NkcccUQnmJydncW3vvUtfOYzn8F1112H2267DQceeCA++tGP4g/+4A8wPT297P4XXnghjj76aHzlK1/Bl770JczOzuKkk07Cueeei6c97Wn5/eOIiCZcJ4wUgjMmiYgmlFIKWjhs5UpEhYilglls5QrhQClukCiCUgof/Z//C7/23OfhQ+95V9GHQ0QTphWG0F3BpHZYMUlElKcNH0xedNFFuOiii1Z1n82bN+PTn/40Pv3pT490e8dx8MEPfhAf/OAH13KIRES0Rp2KScOKSSKiSdUOJiEcKMlgkojsSqSEaVdMOi40N0gUQkqJ7Y88hOknbS76UIhoArWCEMZ5UufP2vFYMUlElKMNP2OSiIjGV6dKUnDGJBHRpJJSsmKSiAoTJ0mnYtIIlxskCqKUgnA9BsNEVIi0YnJP/Y50PIRhWOARERGNNwaTRERUmE7FpHAYTBIRTSilFDQcGMfljEkisi5J9lRMQghow3PSImit02CS1wREVIAgCGHccufP0ikxmCQiyhGDSSIiKkwaTArOmCQimmA9rVxZKUNElsVSAmJPMAmekxYirZgsQSkGk0RkX7hkxmQiPM6YJCLKEYNJIiIqjNYaRjgwbOVKRDSx0mBSsJUrERVCSgnj7FkaYS5ZjDSYdKE0PweIyL4wipYFk6yYJCLKD4NJIiIqzJ4qSVZMEhFNKinlYitXB4qtXInIsjiRMO2KSQA8Iy2GUgrgjEkiKkgcRTBdwWQsSmgFQYFHREQ03rzhNyEiIsqHMSadMQnDikkiogmltYZC2sqVFZNEZNvSiklGk8Voz5g0nPFJRAWIoxC6a8akcUtotlgxSUSUF1ZMEhFRYdJWrgIGbOVKRDSppJRQwoERLitliMi6RCasmNwAtNaA40FJfg4QkX1JHPdUTGqvDJ8Vk0REuWEwSUREhdFaA0IAjsNWrkREE6rTylU4aSs/IiKLlFSA43Z9hRvmiiClBLwSNGdMElEBtDHp2sQi45bgB6yYJCLKC4NJIiIqjNYaBqyYJCKaZLGUgOMAjsMFaSKyLpESRnQtjTguN0kUQCkF43q8JiCiQizdKK3dMlotVkwSEeWFwSQRERWmM2NSMJgkIppUcSJhhAsjXLbwIyLrlJQw3RWTjpNW75FVSqm0lStDYSKyrL1huudrbhlByIpJIqK8MJgkIqLCpBcAYMUkEdEES5K0WomtXImoCFLKnhmTcDwGkwVQSsE4HgyvCYjIsiiKILxyz9e0V2IwSUSUI6/oAyAiosmVzph0ABjOmCQimlBSKbZyJaLCSKWWVEyylWsRlFK9LXWJiCwJggBmSTBp3DJCBpNERLnhWR8RERWGMyaJiKg9380IF5phABFZpqRc3Ci3SDhIkqS4A5pQSilo4YBbFYtTr9fxVxf+Ler1etGHQmRVGIbLgkntlhExmCQiyg2DSSIiKkw6Y1IAwmHFJBHRhEqkStsoCsHPAiKyTi2pmDSsmCwEKyaLt2PHDtx+y83YuXNn0YdCZFUYhtDu0mCyhDhiMElElBee9RERUWH2VEyCC0BERBMqkTJt5QqwUoaIrFOLVdttxnE4Y7IAnYpJfhAUpt3Bhp1saNIEQQDllHq/6LCTBxFRnjhjkoiICqO1hhECAKtkiIgmlZQyrZgkIiqA1ktmTAqXwWQBpJTQcGC4RaUw7esxBpM0acIwhHRLy77OVwIRUX5YMUlERIVJW7k6YDBJRDS50laurJgkomIopXpmTGqHwWQRpJTQi9cFVIx2BxsGkzRpgiBAIpYHk8bw9UBElBcGk0REVBitNTQAIwRP+ImIJpSUEmaxlSuTSSKyrj3zvP1HwVauRWi3cgUYBBSFrVxpUgVBgKhPMAm3hCiK7B8QEdEEYDBJRESFaVdMGjCYJCKaVFJKYLGVK3NJIrJtadMOzVauhZBSQsEBHJez5wvS7mDDTjY0aVpBgHjpjEkAKFUQBIH9AyIimgAMJomIqDBKKRiwYpKIaJJJpfZUTIILokRk2ZLOoUY4DMYKIKWEEg4EW+kWhhWTNKnqzRa0W172deOVGUwSEeWEwSQRERXGGAMDwYpJIqIJJqWEWayYBAMBIrJsecUkW7kWQSkFBQeGwWRh2huDeF1Gk6bht6C95cGkchlMEhHlhcEkEREVRmsNI9JgkhUyRESTSSkFszhXDA6DSSKyyyxpIs1gshhJkiy2cuXnQFHazzuDSZo0zVYL2q0s+zqDSSKi/DCYJCKiwqQVkw5buRIRTTAlJdBu5cpKGSKyKN0Y19vLlTMmi5HIxbbewkWSJEUfzkRiK1eaVM0BFZPSKTGYJCLKCYNJIiIqjNY6nTHJVq5ERBNLKrWnlavjslKGiKyRUgKO2/M1BVZMFiFKEhjHg+HnQGEYTNKkagVB32AyZjBJRJQbBpNERFSYtJVrWjHJVq5ERJOpp5UrWygSkUWyu2J7keL7UCHiOEk3qTismCwKg0maVGEQQLvLg8lIsJUrEVFeGEwSEVFhtNbQYMUkEdEk06q3lSsrZYjIFqUUhOP1fg1s5VqEOEkAx2Ur3QIxmKRJFQYBtLd8xmTilNH0WwUcERHR+GMwSUREhTHGpBWTDCaJiCaWkntauRpWKhGRRVLKdK5hFwXB96ECxImEcVwYzhouDINJmlRRFPYNJrVXQd33CzgiIqLxx2CSiIgK054xqRlMEhFNrO5WrsZxWDFJRNb0nTHJir1CxEnaypUbVIrDYJImVb/PAgDQXhn1JismiYjywGCSiIgKkwaTnDFJRDTJlEqrZAAADASIyCIpZadiu8NxEMaccWhbItPPArZyLQ6DSZpUg9YitFdGg61ciYhy4Q2/CRERUT6MMUgvARhMEhFNKq01sFgxqVkpQ0QWpcFk735tI1wkCd+HbIuT9GehHBdJwmC4CFrrNBxmMEkTRCkFM6BuR3sV+C0Gk0REeWAwSUREhdFaQ0NAgDtziYgmljGAEOl/CpetXInImn7t+4zjIuYGCeviOE5DMXCDSlGUUjAOP4dpsgRBAJSXz5cEAO1W0GIwSUSUC7ZyJSKiwqQVkwKGMyaJiCZWd708Z4sRkU1SSuhlFZMOYlbsWZfIBMbxoAQrJouSBpMeg0maKK1WC/AGBJNeGWEQWD4iIqLJwGCSiIgKo5SCEQKawSQRESENBLggSkS2tCvEuhnHRcINEtYlcZJW6wmHwWRB2MqVJlGr1YL2yn2/p70KwoAVk0REeWAwSUREhTHGQEPAYPDAeSIiGm/d7/6awSQRWdRvxiQczpgsQiIljONCsmKyMEopaMGKSZosQRBAuf0rJo3jQfL9iIgoF5wxSUREhdFap61cBSsmiYgmVlcyqdnKlYgsSlu5LqmYFKyYLEKSsJVr0eRiBbFUvC6jyeH7PhK3f8UkhIDm/mkiolywYpKIiArTDibb/01ERJOHFZNEVJS+MyYdBzErJq2TSdrKVYLBZFGkSlu5coMQTZIgCBA7A4JJAEYInpsSEeWAwSQRERVGKg0IsThTjMEkEdGkWbophRWTRGRT32BSuJCSwZht7WDSOC7CmM9/EdoVkwlDGJogrVYLoRgcTMIrIwgCewdERDQhGEwSEVFhtEmDSUBAsWKSiGjiKKUAZ08bRQVWTBKRPelMvSWtXB0XUvJ9yDYpJYzjwTgewigu+nAmkpQqbafLDaM0QRpNH8kKFZMoTaHVatk7ICKiCcFgkoiICqPUYitXwWCSiGgSSSkhuoJJLdhCjojsSZIECssrJjlj0j4lk8Vg0kXEislCpBWTHqTi7z9NjmqjCV2qDPy+9ioMJomIcsBgkoiICqN1u5Ur5zYQEU2itEKmu2JSMJgkImuUUtBLl0UcB5IzJq0zxqTXBY6HMGbFZBE6waTkhlGaHHW/Be0ODialW2YwSUSUAwaTRERUGKU1IBwAAlqbog+HiIgsS1u57rkkYStXIrJJSgnZb8YkK8asa18JGMdDFEWFHsukSlu5upD8HKYJ0mj60N7gVq6Jy4pJIqI8MJgkIqLCKM1WrkREk0xKCYjuVq4OKyaJyBopJVSfGZOKMyatM4vJpHHZyrUoSut0xqTm7z9NjqbvQ5WmBn4/dsrwfd/iERERTQYGk0REVJg9rVwdaMOKSSKiSaOUgumqmDTCRcwWikRkSSJlnxmTDismC9BTMclWroWQSsG4LiSDeZogLb8F7Q1u5RoKtnIlIsoDg0kiIiqMWgwmAc6YJCKaRGnFZFcw6TiIWTFJRJbESdLTThpIKyY1g0mrlFKL1wRpMJkkrJgsgpIS2vF4XUYTJWj5KwaTiVtGrdG0eERERJPBK/oAiIhocmltFlu5gjMmiYgmUFoxuaeNohEuElZMEpElcSJhlrRyBVtKWxfHMYRbAgBox0PMVq6FkEqlwTB//2mCRGGwYjCpvQqqDCaJiDLHikkiIiqMUosVk0JwlgkR0QSSUsJ0VUzCcbggSkTWxIns2RwBtCsmeV5qU5IknZ+DcTzEcVTwEU0mKdNgUipd9KEQWaO06enesZQuTaHe5IxJIqKsMZgkKphSCmEYFn0YRIVIZ0w6AAQrJomIJpBSqieYNILBJBHZkyRLNkcgrdxWnLFnVRzHwGLFpHHZyrUo6YzJElu50sQwxmDYKoT2KmgwmCQiyhyDSaKCXfUv/xennXZa0YdBVAilNQwEjBDpvEkiIpooaTDJVq5EVIx0xuTSVq4C2vC81KY4jmHcdNKQcTwkcVzwEU2mdnt1BpM0KcIwBLzSirfRXgVNn8EkEVHWGEwSFcxvtYo+BKLCpBWTAhBO+t9ERDRRkiSB7q6YdFxWTBKRNbHsN2NSAIadPGyK4xja2RNMSsmKySJIpaDdEqTi5zBNhlarBZQGz5cEAOVNpbcjIqJMMZgkKpjhRS9NsE4wCVZMEhFNIqVUTzAJ4SBhC0UiskRKCeMsXxbhJZpdcRzDdIJJF5IbVAqRVkx6UJwxSROi1WpBe1Mr3kZ7FYQMJomIMsdgkqhgvOalSaa1hoEDIwQMg0kiookjZe98N+NwxiQR2ZPOmHSXfZ3XaHbFcQy1GExCCG7eLYiSarFilZ/DNBl834caEkwat4QkjiwdERHR5GAwSVQwXnPRJFPaLLZyZcUkEdEkWloxaQQrZYjInmRAxSTZ1RNMgsFwUZROW7lqzpikCeH7PhK3vPKNhIDmmxIRUeZ4Bk5ERIXRWsNwxiQR0cRKg8k91UrGcTnbioiskf1mTILBmG1xHEN1fxbwB1AIJeXi5zCDSZoMvu8jcoYEkwAMBBRfF0REmWIwSUREhVGLMyYNRFo9SUREEyVJEij0zpiUCYNJIrJDSgk4y4NJAGwnalEcx5DdAbFgCFAEpTUMKyZpgvi+j1BUht+wPAXf9/M/ICKiCcJgkqhgvNylSZZWSaatXLXmBXBRHnnkEdx1111FHwYRTSClFDS6W7k6rNQgImuWzrntcBy2lbYoiiJIsaeVq3BLiOO4wCOaTEpKaKfEUJgmRr3pI/GGB5OmNIVWq2XhiIiIJgeDSaKCae7EpQmWtnJ1YISAZsVkYW763vfxmc98pujDIKIJpJSC6p4x6bhQDAOIyBKpFEyfiknheAxnLIrjGHFXMGlcj8FkAZRSMC5/92lyLNQb0CMEk9qrsGKSiChjDCaJCsZckiaZXmzlyhmTxeL7EBEVRUrZ08rVCFYpEZE9gyomDSsmrQrCCLormIRbQhRFxR3QhNJKwbglKM56pglRa/gjBZPSZTBJRJQ1BpNEBWMYQ5NMGw0DAUDwtVAgw6bSRFSQJEl6KibhuGzlSkTWKKX6z5jkJgmr/CCEdkudP2tWTBZCKQXteJwxSROj0WxCeVNDbxe7ZbZyJSLKGINJooKxlStNsrRist3KlcFkUfg2RERFSZZUKxnhcEGUiKxRA2dMegwmLQqiCMbtauXqcMZkEbROKyZ5XUaToun70KXhwWTolFkxSUSUMQaTRAXj/AaaZEYbtnLdAJhLElFRYtk73804LlvIEZE1Ssm+MyaN4/A6zaIgjGCcPcGkdjy2ci2A1hqG81VpgrT80Vq5hk4F9UbDwhEREU0OBpNEBWPFJE0ypTWMEDAQfC0USGs+90RUjDhOgJ6KSReKVUpEZIlSqn/FJFu5WhVGEUxXK1flsJVrIcziplFel9GECFo+9AitXLU3hYV608IRERFNDgaTRAVjuzKaZGmVpACE4GuhQIaLD0RUkLSVa1e1EquUiMgirRQg+lVMunwvsigII+iuikkpPIRhWOARTSaz5P+Jxp2UsqeN9CDam0KtwWCSiChLDCaJCqZYqUQTTGud7lIXglV7BVJso0tEBUmkhHF6Kya5UYWIbFFK9bwHtRnhsmLSoiiKoN1y58+SFZNEZMGoXZtUqYI6g0kiokwxmCQqmNJcfKPJpbUGhIARDjRfC4VhMElERUmSJRWTQrCKm4isMVr3tJPufJ2tXK2KoqinaikRnDFZBFZM0iSJ4xhwhldLAmnFZKPp53xERESThcEkUcG0YiBAk8ssBpPgjMlCsTqJiIqSSAksqVbipwER2TLo/cYItpW2KVoyYzJmMFkMJpM0QXzfB0rD50sCgC5NwfdZMUlElCUGk0QFY6USTTKtNQwcGCEW501SEfg+RERFSaTqrZgkItoANCsmrYrjCLormNROCS3OmLSOuSRNEt/3ocujBZPKqyAIWjkfEdHGMDc3h23btrGLDeWOwSRRwRjG0CRrt3KFcPhaKJBi5TYRFSRJkmXz3XgJTES2DHq/0ayYtCqJYxinK5h0S/BbDCZtWnotxgVpGnfNZhPKHS2YNG4ZMTdL0IT4w3M/hf95zh9g+/btRR8KjTkGk0QFYxhDk0xrDSMcgBWThWLFJBEVRSq5vGKSa6FEZMuA8IUzJu2SSQLj7PksMI6HVshWrjYppYD2z8Dh7z+NP9/3kXiV0W4sBDTPT2lChHEM7H9oOoeVKEcMJokKpjR34tLkMsYAQsAIh7tyC8RQmIiKkiSyZzEaYC5JRPYMer9RwmUwY5EBFufOp7RbQsDqJKtk98xnx2XFMI093/cROeWRb28g+LqgiaCUAtwSf98pdwwmiQqmF1so8g2fJlEaiKWLEIbhWGH4/kNERZGq34xJLvwQUf7STXGi7/c02MrVpqUbFI1bQitgMGlTT8UkK4ZpAjSbTYRixIpJAChPwff9/A6IaKMwBlp4/Byg3DGYJCpYe7YbK5ZoEqWtXNOKSb4GisPnnoiKIpOuCo02l5VKRJS/ngqxJTSDGWu01jBLAmJWTNqXvh7arVxZMUnjr9pojt7KFYApMZikyWAAGLb0JgsYTBIVrB0IMBigSWS0BoQDMJgsVLulNNvpEpFtfWdMOqxUIqL86fZ5aL/vsWLSmiiKILzedorGLSHkjEmrpJSA2BNMckGaxl213oT2pka+vWIwSRNEs6U9WcBgkqhgWisIx2UoQxNJa5XOlxQCmvNWC6NZuU1EBVEynTHpxC3s94sfwolbEA5bBxFR/noqxJZQgsGkLVEUwbhez9e0W0IUMZi0SSkF064gZsUwTYBaowFd6g0mu89Hl0rcCprNpq3DIyqMMewcQXYwmCQqmNIawvV44UsTSWsDCAEIhzMmC9R+/2EwSUS2pTMmHbhJgP0fuB1uErB1EBFZ0TNTb+n3wPchW6IogulTMRnHbOVqU1oxmS4RGrZypQlQbzahllRMdp+PLhU7FVZM0kQwMAwmyQoGk0QF04vBJAMBmkTGaBjhAELwNVAgpTV/BkRUiHbFZA+2kCMiC7qDmKUUF+SsCcMQxi31fE27ZcSsmLQqrZhMP48NK4ZpAjSbPnRp9BmToVNmxSSNvXS8j4AW3KBC+WMwSVQwrRTAYJImlF4MxAwcGM35hkXRrNwmooL0CyYNZ5oQkQUrVUwa4SCRPC+yIYoiaKc3mDSOhyRJCjqiySSlTDeMgp/DNBla/vKKyZXEbgV1BpM05tI29w4kHH4OU+684TchojylgQBnTNJkau/GggC04WugKEopBpNEVAills94M6yYJCILuoOYpdJgku9DNkRRBLUkmIQQ3LRomVpsrQ6ALdVpIoRBAL2KYFJ5U5ivNXI8IqLipcGkByVcBpOUO1ZMEhVMawU4Hk/8aTKZ9oxJkf43FUIrBeGWuEGCiKxTUsIIVkwSkX1p68oBSyKOizjh+5ANYRhCOsv3zBvw2sAm2fV5zFauNAmU0sCgz4A+dGkKtQYrJmm8JUkCuB4kGExS/hhMEhVMKQ3hMRCgycTlho1BsZUrERXEtDeodH+Ns92IyIJ0xuRKrVy5IGdDGIZIRGnZ1w04/9wmKSX0YsWkBj+HabxprVe9FqG8KdQZTNKYS5IEcBwowVaulD8Gk0QFSysmOVSYiCFlcdqzbvk+RES29Xvv12zlSkQWaK2HtHLleZENYRgi7lMxCa+EKIrsH9CEUkp1gknD9Qkac0EQAKXyqu6jS1NocsYkjbkkSWAcD8ZxETGYpJwxmCQqmFYacD3uBiWiwmidzpjk+xARbQRs5UpENqw0YxLCgWQwaUUYhoj7VEzCKzOYtKj79aDZuYDGXLPZBErTq7qP9qbg+35OR0S0MaTBpAvjeAgjBpOULwaTRAUzRsM4rFQiouK0N0jwfYiIbDN95guzdRAR2aCUGlwx6biQPC+yohmE0G6fVq5uGWEYFnBEk6m7YlKDMyZpvPm+D1WaWtV9VGkKYdDK6YiINoYkSWCEm1ZMxnHRh0NjjsEkUcG0UoDDSiWaTN3r0X3WpskSpRTglrgAQUTW9W3lykoNIrKgO4hZirNu7Wm2WjB9g8kSg0mLlFLQYMUkTQbf9yHdyuruxFEDNAGklIutXD1EMTeKUr4YTBIVzBjDGQ4F+9aNN+G///u/iz6MiWR6lqSZTBZFawXDikkisizdlCWWfV0JlxWTRJS7lSomwRmT1vitENpdPutNMZi0SkoJ1dXKldcFNM6azSbi1QaTALTp3+2DaFzEcQzteNCOh5AVk5QzBpNEBTNId+TyxL84X/7SRbj9jjuLPoyJx9P74mitAbaUJiLLpJSA4y77ugIrNYgof1LKlSsmeV5kRWtAK1fllDhj0qLuikl+DtO4830fobP6YFJ4bDFN4y1JEqh2K9eIwSTli8Ek0QZghGAgQJOJaeTGYAw3SBCRdUmSQLjesq9LVkwSkQUrz5hkMGNLEIYwfSompcOKSZt6ZkwKwVEzNNbqjQZCZ/n7zjCmNIVms5nDERFtDFEUQXVauXJzEOVrrwgmr7zySpx99tl4xStegac85SnYsmULLrvssr633bJly9D/Pfroo53bP/zwwyve9tOf/rStfyZNMCPYyrVozMfs01oDoruFn2BblIKwcpuIipDOMOlTMSk4w4eI8tddIbYMr8+sCYKgb8VkLDwGkxYppaDaMyZZMUljbr7WgPamV30/XZqC7/s5HBHRxpAkCaRwYVzOmKT8Ld+ivAGdd9552LZtG/bff38ceOCB2LZt28Db/sEf/EHfrz/44IP4+te/jl/91V/FYYcdtuz7z372s3HiiScu+/pLXvKStR840QgMAA1WTBaNgZh9/YJJrTVcd/kiNeWPs2SIyLYkSQa2co1ZMUlEOesOYpYygsGMLWEUQW9ZXrkUC1ZM2tTd2lgxmKcxV2s0oUpbVn0/6VUYTNJYi+M4DSYdDzFnTFLO9opg8vOf/zyOPPJIHHHEEbjgggvwJ3/yJwNv+0d/9Ed9v37OOecAAE4//fS+33/Oc54z8L5EuTIMBDYCxpL2pcFk12KQk74OGEzaZwwrJonIvnTG5PLLEeN4DCaJKHdKKWhncCtXpdjK0oYoDGH6VEwmTgmtICjgiCaTlBIa6aZRDcFgnsZardGE9g5c9f1it8JWrjl74IEHcO6n/hR/9qn/H4488siiD2fiJEmCBC6043G0BuVurwgmX/GKV6zr/mEY4qqrrkK5XMZpp52WzUERZYQtFDcGzWTSOqUU4PQGk5xlUhzNygAisixJkr6hgHFchBEvhIkoX91BzDI8L7ImjiJob3nFpHFLaPgMJm2JpYQR6QZRIxzECX//aXw1mk3oLVOrvl8oGEzmrVarwa9XUavVij6UiRRFERQrJsmSvSKYXK/rrrsO1WoVJ598Mg444IC+t3niiSfw5S9/GfV6HU9+8pPx0pe+FE972tMsHylNmnb7ULZyLZ5hzaR1SqneikkG9IVJW0rz+Sciu5IkgRH9KiZdRLwQJqKcaa0Hzpg0woHmeZEVSRLD9Kme124ZzRaDSVukVDCLm4WM40Ly95/GmN9sQj159TMmQ6eMBoPJXLXXJLg2UQw/jKDdMoxbQsLrMcrZRASTl156KQDgzDPPHHibH/zgB/jBD37Q+bMQAm95y1twwQUXYHZ2dqS/h/MPaLXSYEZACQdhGPJ3qEBJIvn8W9ZqtZYEkwK+77OVaxGMgRYOgiDg64CIrPF9vzPPqpsRLlp8PyKinIVhOHTGJN+H8me0WTJ3PqXdEhrNOn8GlrTCcM+1mXAQcH2CxljL96G91VdMqtI0ds4t8LWRo/ZzG0URn+cC1Bs+jOvBuB5i/gxoDaamRn9vHftg8qGHHsJtt92Gww47DK985SuXfX9mZgbnnHMOTjzxRDztaU+DMQb33nsv/uzP/gxf//rXEQRBJ9gc5vHHH+eODlqVJEmgDaCMwM6dO7Ft27aiD2liNRpNPv+W1et1dL9jKiOwbds27LPPPoUd0yTSWkMbQBrwfYiIrHr88cch+4QCxvEwX63x/YiIcjU3N7diK9cwDPk+ZIHU/ddQtFvG3Pw8fwaWLCxUYcQmAGkwPze/wOeexlaSxDDu6pfEtTeFx594lK+NHO3cuRMAsGPHDj7PBdg9NwftHAgjXCRxxJ8BrYrruquaDTv2weRXv/pVGGPwjne8A06fGTZPfvKT8clPfrLnay9/+cvxwhe+EC9/+ctx3XXX4d///d/xvOc9b+jfdcghh2R12DQhWq0WHK8EI1xs3rwZhx9+eNGHNLGmp6f5/Fu2e/duOF0XA47r4aCDDsL+++9f4FFNnjiO4XgejMP3ISKya2FhAfBKy75uXA+lUpnvR0SUqyc96UnQwu/7PeO4cByH70M5U0rBcfp3SzFeGYgFfwaWTE/P7GnlKhzMzMzwuaexZEz/Ku1RqNIUpDZ8beToscceAwDst99+fJ4L4JZKMG4JEAKO4/JnQLka62BSa43LL78cjuPg9NNPX9V9Z2ZmcOqpp+K8887D3XffPVIwuZpSVSIgDQTguFDCgeM4/B0qkAFfw7aVSiWgayFCOA48z+PPwTJjDOC40HwfIqICaLF8QVqLdLYV349okiRJgt27d+OAAw5Iz5Eodwaid6xANyFgjOH7UM5834coVfp+T7slRHHMn4ElRqCnlauB5nNPYykMQ8Arr+m+ujSFVjXgayNH7aIirk0UI04k9OLcZwOeB1G+BpyFj4fvfe97eOyxx/DKV75yTQl/u2qn1WplfWhEANLwvB0ISCmLPpyJprUu+hAmTjpjdc/HkBEOfw4FkFKmGyTgsB05EVklpYTqE0wax0WcxAUcEVFxrr3+enz4rLNx3fXfKvpQJkaiVKdCbCkjeF5kQxRFaWVkH9otI+JsK2ukVDCL12bGcSD5+09jqtlsAqXpNd1XeVPw/WbGR0Td2p+9XBsqRhiFacUkAGMWN7IT5WSsg8n2bMgzzzxzTff/0Y9+BAA44ogjMjsmom5SSkA40BC88C0YL7zsWxZMOlwAKkL6cxBQ4AYJIrIrSRLIvsGkhyTh+xFNliCI0Jp9MlpRVPShTAwp1cCKyXTDHM9L8xYEwcBg0nhlRBGDSVt6gknh8rqAxlaz2YQura0KTJemELT6twCnbGituTmoQFHUNX/VKyFJkmIPiMba2AaTu3fvxo033ogDDjgAr33tawfe7t577+2b/l977bW4/PLLsWXLFhx//PF5HipNMLW4S9cIFzEX4AqlFHdj2abUnotfAABPPguRVkx6MKzcJiLLkiQZWDHJi2CaNLFMoN0yQ3mL5NJz0W7Cheb1Qe7CMIR2+7cu1m4JMYN6a2T3plHBikkaX77vQ3r9W0gPY1wGNXmTUsK4HteGChKFEbSz+LnsltLWx0Q52StmTF5yySXYunUrAOC+++4DkFZD3n777QCAF73oRcuqIi+//HIkSYJTTz0V5fLg3uGf+MQn8NBDD+GFL3whDjnkECil8JOf/ARbt25FpVLBF7/4RWzevDmnfxlNunbFpHEcxAwECsWTHvvSYHLP0HnDVqKF6NkgwfchIrIojmNIDKiYjNnKlSZLnEgYt4SYC57WSCkHBpOsmLQjDEMoZ8BMVY55sEp2tTY2DCZpjDWbTcTu2oJJANDGwBgD0bWWQdlJ1ydKXBsqSByHMN7i57JXRsQNQpSjvSKY3Lp1Ky6//PKer91111246667On9eGkx+9atf7fv1pU499VRce+21+NGPfoS5uTlorXHwwQfjzDPPxEc/+lE8/elPz+hfQbRc+oHrwgiXu6MLxgsv+9Jgcs+CNFu5FqNngwTfh4jIoiiOIZ0+waTrcTc6TZxESmi3xGsCi6Qa3MoVQjAUsyAIAshBwSQ428qm7m42RjhQktdlNJ6azSZCZ22tXAEAbglxHKNSWXu4SYMppaAdl2tDBYnCCNpNC7wMKyYpZ3tFMHnRRRfhoosuWtV97r777pFud+aZZ655BiXRenV26ToOElYqFYonPfaxYnJj4AYJIipKEMUwfRak0xmTDCZpssRJGkyye4E9aSvXQdV6AmAolrswDJEM+hkAMEgDYscZ2ylEG0Z7syIAwGHFJI2veqOBwBncWW+o8jQajQaDyZwkUqXXAjwfKoRMYhgnjYsUg0nKGc/uiArU3pVoBIPJorR3Qiu2arJOSgndVTGpOeOwENwgQURFCaOoc+HbzTgeJINJmjBJImHcMkN5i6RcoWKSrAjDEPEKFZPwSmwjZ4nWurdiktfHNKbmaw1ob3rN99elaTSbzQyPiLqxg0SxjEG6OQuAchhMUr54Fk5UoHYrS+O4SNgqpRDtCj3J5986pRR012KQEWzXUYTeDRJ8/onIniCMYfq1cnVcSMlwhiZLkiRpxSQX4qzpbl3ZD+sl8xcEAaIVKibhVbgoaonqbm0sHCjFVsY0nhZqDajS2lu5Sq8C3/czPCLq1pm5zbWJQuiusx/JYJJyxmCSqEBJkkALZ7GFIhfgitAOwhiI2bd0MUhzxmQh0orJ9gYJLoYSkT1hHEO7fRakheBcMZo4cZJAexVeE1gklQbYIrRQjVbQmWXVD+db2SN7ZkwKXpfR2Ko1GtDrCCZjt8KKyRwlMt2oxbUJ+9L3/T3nRYlg1wLK114xY5JoXHUqxlipVBilFIRXguaFl3VKKWh0V0yylWsR0pa66QYJPv9EZFMU9a+YJJpEyWIwGSf1og9lYsgl886X4vaI/DX8Vv8NKou0V0YQBBaPaHJprTvt+yCczsgTonHTaDah9lt7MBk6Uwwmc5TOmGQr1yKEYQiU9nwmx47Hz2DLjDG49957EccxAOCggw7CEUccUfBR5YfBJFGB2rPdDGe7FaYdTEoGk9a1A7E2DVZMFoEbJIioKINmTAKAZsUkTZg0mOSMSZuGtXJlMpk/vxXAePsM/D7nW9mjWTFJE8JvNqGfsvZgMnDKqDcaGR4RdUtnbntcIy1AGIaAV+n8ORYlBpOWNRoN/Plf/hWCQ54FJBGOrMT427/8i6IPKzfsW0JUoHYgwFauxVFKQbismCyC1rqnYlLzArgQ3CBBREWJkwTGHbRPUrBagyZKIiW0W2b3Aot6Zur1wVwyf/6QVq7SLTOYtERp3TNjUnPGJI2poOVDlabXfH9dmsZ8jcFkXtLzIbZyLUIQBNDens9k7ZZR9xlM2pQkCZx9DsCDR/4WHnnqSxEtVk6OKwaTRAWSUkIhne3GQKYYUkoIt8RFoAKkFZN72mcpVkwWonuDBF8HRGRTHMUDKybhety0RRNFcsakdUMrJil3rXBIMCk8BpOWaKW7KiYdaM3rMhpPSipgHaMElDeFBQaTuUmkhHE8JJLnQ7YFQe9nsvbKqDf9Ao9o8iRJ0rk+No4LOebXBTwLJyoQZ7sVTykFlMoMxAqglILqbuXKGZOFaM/65IxPIrItiqLBs8XcEqIosntARAWSUkJ7lbFfgNhIeirEBjBsK52rIAihvcEzJiO2kbNGadUzY1KxawGNobRr0/re13VpGjW2cs1Nej5UhuSYGeuCIIByuismK2i2WgUe0eRJg8l044RxvLG/LmAwSVQgKWUazLCFYmGklIDHVq5FkFJCY89ORQVWDhchSRIo4QION0gQkV1JslLFZAnxmLeuIeomF2dMjvsCxEaSVkyKwTcQ7OaRtzAMod3KwO/HnDFpjdFdFZNsp05jKggCoDT4PWcUqjSFBoPJ3CRJ2to+Trg2YVsQBEi6No1qr4ymz2DSpt6KSQ9qzNfoGEwSFUgpBYW0YpIXvcWQUgJuGUqN95v9RiSlhOzapa4gGIwVoKdiku9DRGRRHA+umDSux4pJmihJEkN7U5BsXWbNsBmTEAxn8haHIcygynkAyi2jwUVRK3p+14WA4e8+jaFmswmsY74kAOjSFHyf7S3zkkgJ45Z4PlSAVquFWHQHkxW02LXAqjiOodutpp3xb6vOYJKoQJ1Wro4Dyd1AhZBSwnglBsMFSCsm2cq1aO2WuoYVk0RkmYwTGKf/grR2WDFJk0UplbZy5WexNbqrQqwf4bgMJnMWR9GKMyYNg0lrel4PDOVpTDWbTah1BpPKm0bQYjCZlyRJoN0yEq6RWhcEASLR3cq1jJDBpFVJkkCLPZ3lxn2gAINJogJJKbsqJvmhW4S0hZPHHaEFiKXsGTpvHJftOgqw533IGfs2EUS0sWitAKf/5YhmxSRNGGNMWqXEmYbWaNU1U68PIwQ3L+ZMrfA5AADaLaHZ4qKoDe33IAAwwoExvD6m8dNsNpF4U+t7EIdtvvPUnjHJcVf2NVstyCWtXDnn2a60gKlrnXTMLwsYTBIVKEoSGOEuntjwQ7cIUkoYxxn7XSgbURTLnl3qRriIOFfJuj2zbl22ciUiq/QKH75aeKyYpInSXngY9wWIjURrDbPSkohwWDWWs2FBvPbK8BlMWmG07mptzIpJGk/NZhORM7hKe1TagK+RnCQynTHJDhL2Ves+dFdwr70KopCfwTbFcQzVUzE53hcGDCaJCpQki6GYYAvForR3o3ARyL5ESpjuiknhsF1HARKp0l3RwkkrB4iILFnpQks6rJikycJTUfu01itW64EVk7lKg+HBFatA2kaO863s6P55GOGwoxCNpUajgcBZZ8UkAJSn0GqxzXQe2hWTHHdlX73pQ3mVPV9wXJ4HWZYkCaTwur4y3huFGEwSFShKJIxwYRyXgUBB2nM+h1wTUw6SZEnFpOOyXUcBEik7wSQrt4nIlvQid/CHL4NJmiTdCw4GrMKwRQ0LxlgxmasoigCv/5zhNgaT9hij97Q2FgJ6pbYGRHuphXoD8XpbuQIwpWk0m80MjoiWkkkC7VYgJbtp2dbwm9DdwSQAzSoOq6Ioguwq4IDrIRnjznIMJokKlFZMuoszJhlMFiFJEijhcp5PAeIk6ZkxCeFwxmQB4mRx1id3wxGRRXEcr7ggHYPBJE2OntfDmC9AbCS9rSv74ByxXIVhCCxZAF3KeGV+FljSPWMynXfLUJ7Gz3y13tOqcq1UaYrBZE46FZMMJq1r+q1lwSQcl+elFiVJAok966TCLY31889gkqhAsVwMZsR4l2ZvZJ2KSQiGk5a1K/XaWDFZjEQmbOVKRNaFYQi4g2f8xMJLb0M0AaIoAtzFYJJBjDVKKRixUtsUXqPlKQgCGG/lWW/aLSNixaQVRpvOzFXDa2MaUwv1BlRpet2Pk7hTaDQaGRwRLaVkAu1V2Mq1AK1Wn2CyNAXf94s5oAkUxTFk94xJ1003MI4pBpNEBUoWW7lCCHDIYTGklFBIq8U459Ou5TMmXSTcFWddnLRbubpQfA0QkSVhGMKsUDGp3RL8FhejaTL0BJNuicGkJcMqJg1bueYqDEPoFTaoAOlnQczXgxVLW7kymKRxVK/XMwkmI7fCYDInUkoYr8y1iQKEfYJJ41U4T9WiIIygnT0zJo1TYjBJRPnoDmZ42l+MdLCww2CyAHE7mF9kHLZyLULnfYiV20RkURRFKy5Ia7eMJqtkaELEcQyzGEwa1xvrBYiNRBu9csUkz41yFQQBlLPyjEk4LpRmRw8beoNIBpM0nhrNJnRp/a1cWw4rJvNitIYRLjTf+62LonBZMKkYTFoVRHuuCYD0uoCtXIkoF+1KJYAFk0WRUkIJF2LM3+w3oiRJeismHRcJg0nrEqmAduX2iu3MiIiyk1bKDKmYDNjKlSZDGtSnu6O1w4pJW4bOmGTFZK7CMIRc4XOgjZfJFnVVTHKBgsZRq9nMpGJSelNYqDGYzIMB0qrtog9kAmltlq0JSY+tXG0Ko2jZOuk4b1hkMElUIJkkME57jgM/dosQJwkUHBjHYcWkZXJpK1fHYyvXAkjZvUGC70NEZEcURStWyhi3jBaDSZoQ3a8H7XgMJi3RWq+4KcsIAcX527kJggDJsIpJpPkYA2IiykIcRz3VSGulStOYq9YyOCJaiisSxdBa933uY6fMYNKiMIphulq5ajHenVQYTBIVKFGy6w2HlUpFiKIYxnHTUIwVk1b1mzHJAef2Sak6GyT4PkREtoRhCNl10bWUdksMJmliRFEEJdLXg3RKCEP+7ttgtIFZYUnEgBWTeQrDELEYISDwWEVsA8MAGnfGGGizvCJsLVRpCtU6Kybz0N4rzT3TdrVaLaBUWfb10KkwmLQojHo3TyiHwSQR5UR2z9jjjtxChHEC43iLbUQZTNokl8yYhOMgYdWqdVLKrjZmPPsnIjvCMESywoK0cRnO0OSIoqgT1EtWTFqjzcoVk5wxma8gCBCNFExWEHDmcO64PZHGXRRFgDd4vvlq6NI0apwxmbnuz1wDdnSyyfd9mD7zVyOnjBpDeGvCKILu2ryrxvy6gMEkUYESKYF2pZLjMpgsQBTH6Zs+KyatkzIBlvROZztd+6RSncpVnvYTkS1ppcxKFZNlBAwmaUIEQdCpHEuEx1DeliGVM4bBZK4afgvaHR4SGK881otyG8XS6wBeF9C4aTQaQAbzJYG0lWuTwWTmkiQBFmdug8UDVjWbTeg+rw9dmsY856laE0VxT8VkAlZMElFOumfsCYYyhQjjtJWrFjzpsW3ZjEnB10ARlFKdGZNERLb4rQCxM3hBWntlhKyQoQkRRVEnmIwF21ZuFGzlmq9GK4AeYdabdsusmCSidWs0GlDl7ILJoMX2lllLkq7N6+54BzIbje/7kO7yVq7Km2J1sEVLKyal4471dQFXIokKJOWeVpasFitGvNjKVbNi0rr093/Px5BxXCi+BqzrbeXKygAismNYpYx2y4hYNUYTwm+1Oq1cE6cEv8UQxoahFWGsmMxVsxXAjNBWUTklBpNEtG6NRgPSXd6qck24fpeLOI6B9oYVt8Q1OouazSaiPtdmulRBrdEs4IgmUxLHMO6eYJIVk0SUG9VdMeY4PLEpQLtiUgl3rN/sNyKlllRMOm7a3pWskt0Vk2wpTUSWNPzWigvSxi0hSfi5TJMhrRxLXw/aLaPhtwo+ogkxJJlkK9d8+SO2cpWcOUxEGWg0GgizCiYBaAN+RmQsbeXaDibHO5DZaHzfR+j0qZgsTaHZZDBpSxzHMEsqJkNWTBJRHnoqxthKtBB7Kib5/Nsmkz0Vw0DaypUVk/YppWAWZ90KBpNEZIkfBCsvSAsBrTnhiiaD3wo782SMW4IfMITZCAwcGMP3oby0whB6hIrJhBWTRJSBRqOBoE/wsmblKbRa3EiUpTiOoZ12VzkGkzbV6g1EfV4f2puG7zOYtCVJ4p4298YpwQ8YTBJRDpSSnf7pbOVajDhJd6NIMJi0La0Y3rMTiK+BYiilOq1cjRD8GRCRFX4rGLogbYY3WiQaC91BvXbL8LnQacWwdxhWTOYrGLZBZVEsWDFJROu3UKsj9rKrmDSlaTQ4ey9TcVcbS45bsmuuVocqLZ/BqkpTCNjJwxoZJzBOVzDplhCM8TkQg0miAnW3cjWs2CtEEidpIMZWrtZprQAh9nxBONCs1rNOKbWnctVxuQBHRFa0WiMsSPPciCZE0291gnrtldHkjEk7xMrfNpy9naswDEcKJiPBikkiWr/d1f7By1opBpOZi+MYWuwJJrlGZ898tQ7d7/XhuJBcp7NGaQU4e+I67XpohayYJKIcdAcCWrBarAhxnMC4HhRb6VpngCXBpGBtTAF094xJ4bCVKxFZEYYjBJNehYvRNBFarQDaS9tnaa/C1nC2cMZkoeIwXHHWcJt2y6izWoOI1mmhNiB4WaPYm0K9Xs/s8SgNJpXDYLIItUYDqtz/9WEArhMVxDglBAwmiSgXxnSCGbaxLEa7lWsCVkza1m9kD8f42Ke13hMQOwwmiciOcITZYsYrM5ikiRAEe1oba5e/97YsbRftxC3s94sfwolbi98XnDGZozgKe+YoLX3+27RbYhVxAfirT+OmNqBV5VoFzhQrJjMWxzHUYvGGFC6iaHwDmY2m0WhAeQNeH+Vp+L5v94AmlF7y4avZypWI8tL9dsOKyWLIJIF2PGjXQxgxmLSr39Uur4BtU6yYJKIChEGrUyE2iPamWDlmSavVwp+f/9f46pVXFX0oEykMW10Vkwwmi+ImAfZ/4Ha4Sfr8s5VrvrQ2nTnnwPLnv82wvXEhxJBWx0R7m2azAVWeyezxWs4UqqyYzFQURZCLFZNSsGLSplazCV3qP4PVlKbQbDYtH9HkkVL2nBcB6YzJcQ7oGUwSbRBaOAwmCyAXKyaN4yFgMGmV6TPYp9/XKF/prM/0dMAIhwtwRGSFUgpYnLM98DZumcGkJQsLC/jxff+F7//g1qIPZSJFXbP2tFdBHI3vzuiNZeXzTrZyzZcecUOidsvw2cqViNap5TczrZjU5WnMLdQyezxKKyaTxRmTkq1crYrCYOCmUVWaZjBpQRzHEEs6Cmm3hJAVk0SUh+4Sbc0Zh4VIkgTG8aAdb6z7dm80SqmB23C5AGSXVpoVk0Rk3Sgt4hK2tLRGSgkxvYmfAQXpCeo53mEDYSvXvKTvNaMtR2mvjBY/C4honaQcviluNVRpGvM1VkxmKYoiJEiDyRhs5WqT0mbgGh3nqdoRhiFMV4t7YLFicowDegaTRBuEgsNgsgBGa8BxYBwP4Ri/2W80Usr+FwVcjLNOawU4eyomuShNRHmTUu7ZELGC2ClznoklSinALaWfCWTd0vCLYVj+RnmONVu55iYIAqC08pzhNu2Wx3q+EhHlTymV+dAYVZpGlcFkpsLuVq6Oh5DBpBVRFAFeaeD3OU/VjiiKlgWT2i0hHuPXAYNJooKkFWN7XoLacRkIFKB9cmpcj7uxLEqSpH8w6XoM6C3Tek/FJINJIrKh1WpBlPvPMOkWihIrJi1RSsE4LkOYAiRJAiN6z4kMRzzkLv1dH97KlSFxPoIgAIbMGW7TbhkhPwuIaB183wfK2bVxBQBVmmEVWcb8IIJZDCaNU4IfcFOKDfV6HagMnr8acJ6qFf2CSeOUkMTju1bNYJKoIEsrxlgxWYz2YoNxPIScMWmNlBJwveXfcNjS2DajddeMSVYGEFH+gmDwDJNu0i2jwYpJK5RSaTjGEMa6VqsFLAnqRXma81VzZowBnCHBJAQ3bOUkDEMYb8SKSa+MiHNXiWgd6vU6zArBy1qo8jR8zt3LVCvY08rSuCW0GExa0Wg0oEqDXx+qPIPdC1V7BzShwjCEcpYGky7kGK+RMpgkKkiSJD3BjBRsYWmbMaaz/qYdD+EY70LZaNKKyX7BJCsmi8Vgkojy5/v+SMGk9qZQbXDBx4Y0mHQyb3NGw7VaLZglrwftVdjGOGcjVUyCs8/zEgQBlDu4bVw345bHuo0ZEeWvXq9DetlWTBq3jChkNXeWWmEIvfjZoF0PrZDv/TbU63UkK7w+VGkacwusmMxbFEXLz42EGOvrMwaTRAVZWjEpWTFpXVq1l/4MjOshZsWkNUmSwPRp5Wo4Y9K67pMctnIlIhuCIIB0h1fKaK+MeoPhjA1SSugR5n5S9nzfhyr1VkwqBpO5M8YAYlgrV74m8hIEAZQzWsUkhIDR47wsR0R5q9friDIOJiEElOFc6CwFXcGkccusmLSk0WggdAdvGlXlGVRrNYtHNJnCMOzMWO2mx/g9hmfaRAVJkgTomiejHRcxg0mr4jgG2ic9jsfn36KBwSRnTNrXdY7DVq5EZIPv+0hGCCaVN4V6k+GMDUopaOGwk2sBfN+HXLIYpLwpBpM501pDDAkeDTtJ5CYMQyQjVkwCgB7regEiyluj0UDLGT7ffLVEqYwwZHiWlSDcM2NPOx4CPrdW1Or1FV8fqjTNeaoWhGGIRPQ5NxrjAgIGk0QFkVLCuHuCGeN4iGIGMjb1BJNuKf0zWZEkCbToE0wKzpi0rqtYwMDhAhwR5c73fURilFauFTQZzlghpVxs5crFf9t830e8pHIsdsoMJnOWVkwOuQ1YCZOXIAgQ91t8G4RjT4hoHearNURu9sGkLs8wsMlQGEVdrVzLiNjG24rd89WhrVz9ZsPiEU2mKIoQiz4jr7zx3QDBYJKoIOkCUFcwKVwGk5bFcQyzOOdTOx4SBpPWSClh+rUocBhMFkkLMbY7sYho42g2mwhGaOGnS6was0VKCQUHQ5Maypzv+whF7+shZDCZu3Qj1vCKSQaT+QiCAJEYsZUrAJQqCALOciOitdm1UIUqZdzKFawky1oYhjBOu3jAQ8hg0ord1RpUeWbg941b4qxnC1pBgKRvMFka25CewSRRQdJWlnvecIzDYNK2OI47PwPDYNKqOI77VkxqVkxaZ3paubJikojyt1BvQnnDd60rbwphi+GMDZ0Zk9ygYl2t3lhWxRE6FdQb3Jmep5FmTLKVa26arRaks4qKSa/MYJKI1mx+SPCyVrHHYDJL0dKKyTGtEttohr4+hIDmOVHumq0Qus+4E+OO7zkQg0migixtZWkcF1HCYMymKIr2BJOuB8nn35okSaD6zPVRDCYLYLr+iyebRJS/hXoDujQ8mOTuXHuUUunn8hjPMNmo5mp1qCWvB12axlyVwWSeRgkmNSsmc9PwW9De6BWTeozbmBFR/mq1ei4Vk4EzxWAyQ3EUdmZM8jrAnlq1BlUaEtyXp9FsNu0c0ITyg6ATzHcb57bGDCaJCpIkCbTTVTHmuIgTzs2wKY5j6HbVqnCgufBgTZIkUGzluiF0/9YbVsoQkQX1RhPaGz5jEkJA86PZirSVqwvhuvwcsGyh1oBesliqSlNY4EJnrrTWQyeqGsENW3lp+MGqgkk1xtUCRJS/RqORS8Vky53CQrWW+eNOqiSKOxVj2i0hjsczjNlomo360NeHrnCeat6arQCmz7mRckpjew7EYJKoIMsrJj3EbCVqVRzHfcMxyl97AXQpVkwWYU+1gIHDygAiyl3D95dViA1ihICU3LiVtyRJoODA8HPYunqjsez1oErTqDe4Kz1PacXksBmT4HlRTpqtVt92ZYNIh8EkEa1dq9nIacbkDHYvMJjMitIKcBY/mx1ulrMljqO+gVg36c2gVuPvep5araDvuZF0S2PbNYLBJFFBllZMasGKSduWBpNcd7AnrZhc/hEkwQXRIhmAlQFElDu/6UOPMGMSAFCehu9zzmTepJRpK1fHZRBsWaPZXFYxqUtTaHDGZK5GnTHJYDIfrVYwWuX8IjnG1QJElD+pNOAs3xi9Xqo8g90L1cwfd1It/cjlR3D+tNYjdagJvSkGkznzg/7dJBKHwSQRZSytGNvzEjSOi5gzDq2K4xhJV9Ued0XbE8cxZJ+KSclKDauWhpBGOAwmiSh3rdaIrVwBmNIUg0kLoiSBES6DyQL4zWbfiknfZ8VknkY93+F5UT5aQf+qgEEip4RWq5XjEdHSmH7l2J5o75EkCUyfTdFZUOUZVBnWZMIYA7OkybqB4RpdzprNJlAeXk3ccqYZTOYsHHBuFIvx3ZzFYJKoIEmSQC5p5ZqwYtKqKIogRVcrV5ftdG1JkoTB5AawtI2ZBhfgiCh/UTB6pYzyptILZspVlEgYx4VhMGldGLSWVRBrr4KQIUyuRqqYFKyYzEvQag1tG9ctGuNFOSLKV71eB3KYLwmkrVw5dy8bcRwDbqn3ixx5lbtarQZdGf76iL1pti3OWRiGfYPJcT4HYjBJVJAkSdKWWYuMw0DGtjiOkXSFw3BLPOmxJIxi6D7zPbVwEUYccG6L1rpnUc4Izpgkovxpg6GBQFvssaWlDXEcd4JJno/apXWfgEw4UKP01aI1S893hr0PCf4cchINWHwbRLll1H2G9US0evV6Hao8m8tj6/I0/CbPU7MQhiGwdMNKqYKI60O5qtfrkN7wYFKVZ7FzfsHCEU2uKAz7btrSbhmNFoNJIspQWjHWNd+QC0HWhayYLEwYJzB9ZjwYx0MY83Vgy7JgEqyYJKJ8pe20Rp/xEzkVVkxaEC1+LrNi0q4oiga+Hozj8rw0R6NtxBIwhudFeYijsO8cpUG0W0a9ybbeVo24gYhoo6vX60hKw1tVrgU7n2UnCAJgaUcVrzy2lWIbRa1WQ+gNf33I8gzmq9X8D2iCxVEIvbRqGID2ymiM6eYsBpNEBYmXVUx6kAwmrWqFEYzbHQ4zmLQljHqf+zbjeAgj/gxs0VpDdL8PgTMmiShfo84xaWs5FdRZMZm7eLGVq2ZLdasajQZQGVDFUZlhtXCOlraz70sAmp0kcpFWCo++HKW9Cppjuii3YTCIpDFVq9UQulPDb7hGRghu6spAGIZQS0IZ7TKYzFu1WoXvDr82U+VZVKts5ZqnQedG2i2P7TkQg0migixtZcmKSfvCKIZx9pz4GLfENhGWRHECI/pVTLqIWDFpjdYapmsRgjMmiShvzWYTpjT64pDypjBf5eyevCVJ+rmsBSsmbarX69ADgnrOrcqXMQbDIkcDAcNWrrlY7bOqvTKaY9rGbENpB/HGDG10TLS3qNVq8J18KiYBcCNRRvrN11NuOW3xSrnZObeAeKRWrjNo1hlM5kkPODvSbhn+mJ4DMZgkKkgaivVW6ynJQMamIOxtn6UZDlsTxfHAismIVavWGGOWVUxyxiQR5anRaEB6qwgmS9NYqHOxJ2/RYotdVkza1Wg0EA9onyVL0wwmc5RWTA6JXoSA4nlR5tKNEKtbitJuBX5rPKsFNgohBPZExiO8Poj2Ejvnq5Cl4cHLWunyLGo1BjbrFQQBpNNbMSmdEismc7ZrfgFqUPeOLsYrI2Z3s9xIKQd2kjBeeWzPgRhMEhUkWjJjL23lyh3qNoVR1NO/W7OVqzVR3BvMtxnHZStXi/rNmGQwSUR5ajabiFcVTE6hymAyd3GcwDgeN2lZVq/XEQ5onxW4U6zAyNFIwSQEz4tyEAQBUKoMv2EXzTljuRNCdOWSBo7D5UIaD7vmq1Dl/ILJxJtmMJmBIAiQLAkmE8fje3/O5haqUOXhwSQAaCGglMr5iCZTem7U/xpZe5WxfR3wTIOoIOHSYMZxoDXf4G0KFxfh2pRgMGlLHCfQzvJWrtrxEHNB1JqlbcyMEGzlSkS5ajQaCJzRF6R1aRp1BpO5SxYrJhUctnK1qFqroTXg9dByprBQrdo9oAkySitXYHHeD2VqbcFkBeGYLsptFN0VkwJm8c9k259+5nyc/s53ozWm1TFFWKjmG0wGLjscZCEIAsRLg0nBVq55q9Zqo78+KhwzkJcgCACv3Pd74zxrlcEkUUHiOO6pmARWP2uD1ieKop52otLxOGPSkjhJBlZMxgnDYVvSaoHuVq6sDCCifNXqdQTO6lq5NpsMJvPWrpiU7B5h1c65BSSl/rvUk9IMds0vWD6iyWGMgRg2RU/wvCgPQRBAuf0X3wYxXhlROJ6LchuFEA5E94xJBpOFePTx7QiNO7aL0EWo1eu5BpMtdwpVVkyuW6vVQih6PxtCp8SQPmd+Y/TXhyrPospNc7lotVrQXv9NW9qrIBrTgJ7BJFFBlrZyBfbMmic7lrYTVZyrZM3AVq6uhzjmz8CWpa1cNVgxSUT52rVQgyr1b13ZjypNo9Vs5nhEBACJTM9LJRyeC1m0c27wXB9VnsXOuardA5ogxhiYIcGL4XlRLlqt1uqDScdjNXfOemZMMpgsjFIKwivx9z1Dqwle1iIpzWDnHDcSrVfdb0Ev+WxQbhl1n8FknpIBRQN9b+vNsG1xTsIwHHhuZBwXckwLOBhMEhUkimMYt7dNwWgNhSgrcRxDd1VMJsJllYAlMlkezAPpogMXRO1JqwB6Fx24AEdEeZqv1qBXszjkuJCKi3N5ay9KSMHPYZvmq1XIAa8HWZ7FPHel52bUSkhWTGav1WpBrjKYBLiJN2/CEV1PsoEQXC4sglYKYDCZqSSRIwcva6HKM9i9UM3t8SdFvelDL2llqb0K6k2/oCMaf/GAgoFBWt40KyZz0mq1IJe0Mu4QAuM6WYBnGkQF6f8BwEHCNi39GUjBVq62rNTKNWHFpDVLKyYNW5YRUc6qtfqqKiYBwAiH50c5a28YUsJBxE1a1tSqVajyoIrJGdS4+JObfpuzlhGC20ZzEIYhYrGGYBLgZ0GOhBAQJt2gKFgxWRilFOCW+bueESnl0Or49VLlWcwzmFy3pt+CdntbWWq3jCYrJnNTq9WAAZ07+vGdacwvsDo4D+mM1cHnRgbjuVmOwSRRQaI4hl4azHgl7lK3SC4Jx6RwuRhnyUoVk1LyNWBLOmOy+ysCaly3YhHRhlBvNFYdTKI8jUaDcybz1D4nMo6HMOK5kC1+c/DrQZVn4PP3PlfDz3gEjGEniay1Wi1Eg6oCVlKqcO5ejhzHwZ5XhYFwuFxYBK0UDCsmM1Ov14GpTbn+Hao8g1q9nuvfMQmaraBvxWSzxff9vNRqNcgBG+T6UZVZ7GDb4ly0Wi1EYoVzI6+McAznTPJMg6ggSZ+KSeF4bCVqUZL0ttM1joeAi3FWLA2F24zDOZ82GWNgupNJIaA0d+cSUX5azcaq5/yY8gyDyZxJ2RVMsnOBNUopoM9GLQBsY5yztHX9sIpJQHPDVuaavr9iVcBAHoPJPAnh7GnlyorJwmit0nliDCYzUautcoTAGqQbiRhMrpffakF7SyomvQqaPlu55qVarSIqjf76UOVZ7GIwmYum7yNa6dyoVIE/hq8FBpNEBUmSBMbtDWaMy7k+Nskk6alaNU4JIVu5WtFeAF3KOB4kXwPWLGvlCgHDBTgiylHcZ8b2MIk3le54p9xIKWEcd7FikudCNoRhOPS1YNzSWO6O3jCGBi9scZ+HasNftvg8Cl2qoNViS7+8CCHQbl4sjFmsoKQiGOGylWtGarUaIi/fYNI4HpKEQfJ6tfoGk2UErJjMTbVaRcsdvZMN55/npzbk3EiP6eYsnmkQFSTpUzFmWDFplZISEHveBo3jIowYitmgFhdAlzKOB8VWrtYsm68kBBQX4IgoJ8YY6DW8x0QeW7nmLW3tLdg9wqKFhQWYIe3lTGUTFjjLJxejBI7pPJ/8j2XS1JtrCyaVO56LchuFEKLrF54Vk0UxALRgxWRWqtUqAm+VIwTWwAiHRQbrFAZB34rJMOSGlLzsml9AsIrgXlVmUa/VcjyiyVVr+tClwedGymPFJBFlSCbLW7kal8GkTQborRZzPYR8/q3QiwugywixpkVrWptlwSTEYmszIqLs+b4PlKZWfb/AYcVk3jrd+1wPESsmrZifn0dSXjmYlJVZBpM5SdvZj3C7kW5Fq9Fo+svmiI0icctjuSi3UQiHrVw3AgNAs5VrZhaqVfjO6s89V21qFjUGNusShX1mTLoVRAE7R+Rlx+75VY3Y0N4UwhY/h/PQaPrQ7uBgUjrlsewawWCSqCCyT8WYZsWkVUuXGbTDxTiaLGZpQCzYypWI8lOr1WAqs6u+X+hNY26hmv0B0TLa8RBxxqQVaRXHyotBgTeLKltm5WdY8CLYyjUP6Ryx1QcFsSizYjJHjuPsaeUKtnItijGAZvVdZnbMLUCVV3/uuVqqzGByvbTSPR3NAACOw7bGOdo9vwA1ZJNcj8UOW9zMnr1mq7VixWTsMpgkogwtCwTAYNK2pQsNxvEQsX2ZFSut8XD9xx5jDMySGZOKJ5lElJN6vQ5ZWv2cH1Wawa75avYHRADSecOd5n2OhyjmJi0b5ubn4bsrvx6a7gzm5uctHdFkGW1RTUBzw1bm0mBy9RWTkVNixWSOelq5Gg2xNCCg3LXXJxQcVkxmZPd8dVUVYWsVe9MMJtdJD+hQMOjrtH7VahVytcF9eQbNZjOfA5pgLX/lNvehYDBJRBnq99GqBCv2bEkXI3qDYeN4iBIGkzasdGrJ0057lr0O2EqXiHJUq9UQraFKRpVnMMeqsdwkSQK46XgB47iIWTFpxfZdc0NbuSblWWzfOWfpiCbR8FaVrJjMXhi01jRjMnbKaDKYzI3TE0waCIetXG2TUqYVYsJlxWRGFqpVqDVsilutljvNDgfrEMcxsGTUVQcLOHJTr9WgVtnNRlfYzSMPQdBasZVr7JTRGMNAmMEkUQGMMX0vciU/cK3pXoRrM46LhItxuVNKLW/R0U0ItuuwJJ2vxBmTRGRHo9FAy5le9f1UeQa1GmdM5iWOY8AtAQCMW+K5qCU7d89DDlkMkuVN2DHHisk8jDRjkq1ccxEGwZqCSe1VUG0wmMyLcBwIpNcBwpg0qCSr0mDShRSsmMxKvb764GUtWu405hnWrJnv+0B5wDVCeWosK8U2gjiOYRavAUaVlGYYTOYgDIIVW7mO6zkQg0miArRPOJd9nRWT1iRJsuxnYBwXCS8AchfHMYQ7YDccAOGWuEPUEq01luSS0IbBJBHlY/dCFaG3tmCy0WAwmZc0mEw/lzlWwJ7d8/OQlSeteBs5tQlzc6yYzEMaOK4cvBgAI8SXtEpSSphBlTEr0F4F9eb4LcptFI7jdM3UMBCcMWldunm6BAlWTGal1WxaqZhU5Vns2L2Q+98zrlqtFsyADSvGq7CNdw6klD1jfUYVsDo4F8POjbQ3hdoYngPxTIOoAN0707slwuVikCVSyj4Vkx4vACxIkgRmhWAybSPH14ENSxflDASYSxJRXnbNr62dlvamEHCndG7iOO5cCBvXQ8LPYCuqowSTlSehusCKyeIIzj7PwVqrUBlM5ksIgc5QDWPSoJKsSjdPe1BcF8qEMQZSa8BC9a8qz2D3QjX3v2dc+b4PNSCYVN4Ug8kc1Go1YA3VxL47gwX+rmdu2EglVaqg3mArVyLKQBRFA4JJVkza0j7p72YcF5LBZO6WPvdO3MJ+v/ghnHhx0dn12LrGEmNM7y45IVgxSUS5mV+oQpXXsGtdCCit2VIxJ1EUQXe1ck1inovaEEURjFde8TbGqyAM+fPIzbDFanayzFySJDBieeegUShvijMmc+QIB2Lxc1YYvRhUkk3pRiEXxvEQRgwm1ysIAmCF1ohZkpVZLCywYnKtfN9HMmC+XuKWGUzmoFqtQlVWnnXeT1KexRMcM5CpFWesLtLeFJpjuDmLwSRRAaIo6tvHWzsltIKwgCOaPO2T/m7G8RhMWpD2sd/z3LtJgP0fuB1uEgBIfw7cIWpHOk9y6YxJLvwTUT6qtdragkkA8MoIQ54j5aGnYlK4UNwclLswDFfsHtHNOC43LuZg1I0O3BCRrVarBZSn1nRfXaqg5bN6Pi+OI9BdIsyKSfvSVn4ujOMijLkusV7VahWmnP98SSBt5Vqvc+zAWvm+j9jtv1krdiqcMZmDarWKaA2dbFR5FjvnGMJnaZRzI+1V0GoxmCSiDAwMJt0SfO6KtiJJkmX9u43jslLPgn7PfTfjcKaGLUsrJo0Qi2ElEVH26vX6moNJU9mUthyizEVRBNX+XBZsXWnD3NwczNTKbVzbzPQ+nDOZA2NGmR4pGExmbKU5YsNor4Ig4OJ0XtKZkmzlWqT2RiHNislMVKtVSEvBZDp2YPxCA1t830co+geToVNGszl+LSyLVq1W4TvTq76fqsyylWvGfN+H8YYEk6XxHG3CMw2iAqQLQMuDSeOW4LeCAo5o8kgpoftUTCrJQCxvcRyv2MKJFZP2LJ0xmbZy5QIcEeUjbPnQQy66BpGlGQaTOekJJoERwhpar/n5ecRD5ku2xeVNDCZzsOwcaMXbUVZWmiM2jPYqiBhM5sYRYk8rVxg4bOVqXZIk0J2KSV4Pr1etVkPorj54WRMhoA24yXeNavUG4gGtXGOngjqDycztnl9A6K1+w6gsz6JWq2Z/QBNslHMj7ZYRheOXFzCYJCpAGIZQAyomW2xTZoWUcnk4Jrgr2oY0FB5cMakdjxWTlmite2dMghWTRJQPYwyUMcNnug0QedOoVqvZHhQBSDcMSdEdTBqeD+Vsbm4OvjdaFUerNIv5ec7yycXQtyPBoD5jvu9DDVh8Hko4HDmQI+E4e1q5Gg3hMJi0LUkSaOFxo25GqtUqfFvBJACUp1nZt0bz9QbUgM2LqjSF+VrD8hGNvyd2z6+poliXphH4/D3P0kozVjsWNz+MGwaTE+7xxx/HKaecgu3btxd9KBNl6c70Nu2UEHDGpBXpSf/yqr0xfJ/fcOI47vvct2nBVq62sGKSiGzxfR8ora1aEgBa7jQrJnMSRRGSrmASjsfW9jnbsWv3yMFk09uEJ3buyvmIJk/aynVI8CJYMZm1VquF2Onfrm8UmhsncuOylWvh0nUiF8b1ELCV67rtmJtHvIYZemuly+zusVa1RhO61D9E1qUp1BoMwrK2e34BqrKGVsdCQGl+FmfJ931EI5wbGQBKqfwPyCKeaUy49s5z7kC3a9kC0CLjlRBEnDFpg5QSWix/C+Rna/7iOIZyBgeTynG5Q9QSrXVPGG8goMfsRIeINoZarQYztWnN9w+9GeyeX8jwiKht6Xmp8MqIeD6aq23bdyCZ2jzSbeXUPnj0iZ05H9HkGWVBzaTJpIWjmRy+7yNca8UkAHhlhOwwlAshBIRJO6cIGIgRWh1TttodDIxT4udwBnbOLVibMQkASXmWa6trVG80B7ay1N4Uag1WTGZtYT0zWCusDs5Ss9lE6IxwblSeQmvM5kwymJxw7aR93BL3jS4MQ8R9gkntlnihZUm/GZNkh5QSqs/vf5tixaQ1aSvXrlMBVkwSUU5qtRqSdexaV+UZ7JyvZndA1BGEIZLuGZMuF0Tztn3nLsipfUa6bTK1D7bvYMVkPjhj0rZGs4lwHRWTKE2nFfiUuZ4KSVZMFiINJl1o10PEjbrrNrfWirA1CtjdY82azSb0gM4qqjSFZpPv+1lr1GpQawwmdYUhfJaqK8xY7WZK4xcI80xjwrVniTGYtCsMQyToUzHpcoe6LVJK6D5vgVx6yF96wTX444fBpD3L2pgJB0pxxiQRZa9WqyFax5wfVZ7F3AIrJvPgBxGMuycoMK7HjXI5m5/bPXIwKaf2wfzc7pyPiPpjxVjWFuoN6AFzxEahSxUGkzkRortCmMFkEeI4RsIZk5mprSN4WQvfncY8z1XXxPf9gcGk9qbQ4kzDzMVRBOOtbaNQUmIwmaX5WmPg73835Y3fORDPNCZcO5hs/z/Z0WwFUH0+ALRbQsSFICuSJIHqF44JwaA+Z0mSQK4wY1IKtnK1Ja2Y3LPoZgBow88DIspetVpF01n7YrQsz2BhoZrdAVGHHwTQXRWTmhWTuQtaLegBLcuW0t4UWq3xWoTYCEathGTFZLaq9cFVMaOQ3tTYVQtsFI7jdIJJYQwcwWDetnZrdeOWeD2cgWa9brWVqyzPYsfueWt/3zgJWy0or/8GRlWaQuCPV/vKoqWjrdb+Hs/q4GzVGo2BM1a7SW+KwSSNF7ZyLUbDD6DdfsFkGXHEYNIGKSUU+oRjjgsppf0DmiBJkkD2qRhuk+DPwJZ0xmRvxaRmxSQR5WDH7nnEpbUvDqnyLBp1XgDnoRWEMG6p82ftcEE0T0EQpM/3qAtCQsBw3EPmjDE9m7P6EuymkrV0jtjag8nEHb9qgY3CEQKi6zdesGLSuiCKYBwX2vGQ8HN43aRSgMXxPbI8i52ch74m6c9qwHuO43LNOmP1eh1YR5tj353GAismM1NvjnZuFDmVsducxTONCcdgshjNIOhpmdXBD1xrpJT924kymMxdtDg7YxApXFZqWKK17lkYNUJAsYKeiHKwc35hXe20jMd293kJwhC6K5iUDlu55mn37t0w05tXdR8zvQ9272Y7V/sEKyYz1vD9kauF+wlFmcFkXoRAJ4o3Jm3tSlb5QQTtlmHcEpKY5zzrEUURjDt4M3QeVHkW8+zusWrpZukhtwE7/WWpWq2u67qM1cHZajYHtzLuFjplBpM0XhhMFsNvBdADennz2teOtHVB/2CSr4d8hVEMs8LOReN4CCPuELVBaw3dMz9J8ISfiHIxN78AtY6duQBghMPP6BwEYW/FpGIwmavdu3cjrIw2X7ItrOyDXbt25XREkymdsz3K7XI/lImy0hyxUYROGU0Gk7lwnCUzJhlMWtcKQhgnnTGZJEnRh7NXq1arwJS9Nq5AGkzWa1Wrf+c4aLVaEOUhbSzLU2i12M41K7VaDXFpZs33V+VZ7GJ1cGZafhNqhHOj2K2gVm9YOCJ7GExOuHZlGBd57GoFrb6tXIHFGW8MBnKXtnLtN2PSYcVkztJgcvDuRe14CBhMWpFWASxp5cr3HyLKQa1WW/+cn8os55nkIAjCnvPSWHDGZJ527NiBurdpVfdpeE/Czp07czqiSTaslSuDmawFvr+uVq7Km8JCbbwW5TaKtJVrShiTzpwkq9IOBuW0hTd3RaxLrVaDXMcIgbVQ5Wm0xqyayYZGowFdXvlzwZSmx65SrEjVahUtd/hMw0FkeRZz89XsDmjChUEwUjcJVZrGXK1u4Yjs2SvONK688kqcffbZeMUrXoGnPOUp2LJlCy677LK+t/30pz+NLVu2DPzfww8/3Pd+3//+9/E7v/M7OOyww3D44YfjpJNOwq233prnP2tDYMVkMYIghPZKfb8n2KrMikRKmH4Vk6zGyF0YD6uYdBHF3CFqw9KKSSNYMUlE+WjW61Dlte/MBdLduVXOM8lcGEU9rVwTwYrJPD3y+A6EldW1cg0q++CR7U/kdESTadRFf2N4XpSlOI56KrRXS5WmsDBm1QIbheM4PSXCzOXtC8I97UcZS65PtVpF6K3vvHPVhAOpNUPlVWqOMF9PlabQaPC9PytzCwvrCiZVeQb1OjeLZkUpDfRbn15Ce1Oo1scroLfbcHuNzjvvPGzbtg37778/DjzwQGzbtm3ofd72trfhiCOOWPb1zZuXXwReeeWV+MAHPoADDjgAb3vb2wAAV199NU455RT88z//M04++eT1/yM2KKUU22IVIAzD/jMmkc5QCoIA09Nr/5Cg4WKp+oZjhq1ccxdGMcwKJ0HG8RDGXBC1QWsNI3orJvn7T0R5kEoBK2xKGUVcmmHFZA7iqDcoiEUJAYPJ3Gzb/gSS6V9Z1X2Sqc3Y9vj9OR0RDWLAVq5ZM8asK/HS3hRqdVYP50EsmTHJVq72BWEIXUo/j40xMJz1uWYLCwvw1xG8rJlXQavVwuys3WrNvVmj0UDsrfyzStwpVkxmaMfuhXXNmFTlGfhNBsVZSHOZ0d7nVWkatTEL6PeKYPLzn/88jjzySBxxxBG44IIL8Cd/8idD7/P2t78dL33pS4ferlqt4uMf/zj2339/3HrrrTj00EMBAGeffTZe9rKX4fd+7/fwqle9Ck960pPW/e/YiJRSMG6JrSsti8JgcCtXr8xd6hYkiey/I4XBTO7iOIYRg99TjeMijtnK1QalFHRX8wQjHChWTBJRxqJoTwXAerTcaVZM5iAKe1u5GreEph8UeETjbdeuXUiOOGZV95HTm7HzEYYxWTLGjLQQNNokShpFHK88zmEUqjSNeoOL03kQQFeZHgOxIoRRBDO1uFHI8RDHMSqV4e39aLldcwuIbFdMAjBTm1CtVhlMrkK9XkforPx7HrpTqNfHq4VlkXbPL0CVn7r2B1hcN+XmifXzfX/4jNVFqjSF5tx4BZN7RSvXV7ziFX2rH7NwzTXXoFar4f3vf38nlASAQw89FO973/swNzeH66+/Ppe/eyOQUkK7HoMYy+IwHNg/Wi3usKJ8pa1c+1VMcsZk3sI4gXFXauXqIWQrVyuUUtDdAb0Q0IrBJBFlq1qtApX1L9C03GnMzS+s/4Coh0zinopJ7ZXRDBhM5qVeXYCqrG7GpKxsQr3K3/0sjdZqT7BiMkPNZhMYcfFtEF2aQtNnMJmHnorJzp/Jpijsaq3OET/rsmNuHiqDc8/VSkoz3ES3SrV6HYGzcivXllNhMJmhhWoVcr2vD6/CopoMNJtN6NJos7d1aRot38/5iOzaK4LJtbjzzjtx4YUX4m//9m9x/fXXDyz5vv322wEAr3rVq5Z977d+67cAAHfccUd+B1qwREpot4yEQYxVeoUWNspJW7lSvuSAcnkj2Mo1b0mSrLhbmhWT9iyfMelAa/7+E1G2qtUq5DraBbWp8iye2D2fwRFRt6XnpcYtwQ+40JCHJEmg4Ky+laVwoOAgSbhxKysjBZNi9FmUNJzv+yMvvg2ivCkEY7Yot1F0B5EC62u5S2sTRV0dDNhJa112Lyxkcu65WqHHsQOrNVetQZZW3rQiSzPYXWUwmZV6vb6uVq4AYCqz/F3PQLPZhBzSyrhNexWEwXgVMu0VrVzX4tOf/nTPnzdv3ozPfOYznRmSbfffn87qOOqoo5Y9Rvtr7dsMszeeNLRaAYxbQqsV7JXHvzcyxqQLQAPEbgm1Wo0/j5yFYQQ4y9/8DQSCgK+HPIVhCDOzQjDpegiDiD8DC8IwTBdIFxmRVgzzuSeiLO3atQthBu20ZGUTduz+Bd+jMqZ173mpdstoNH0+zznYvn079MzmNd3XzOyDxx57DAcddFDGRzWZ4jgeoRpSQCnF10JG5ufnIb31BZPGLSGOQv5McqC1TgNJADDpn/k82xWFAcxiMKkX14X22Wefgo9q77QwvwB1uP1gsulMY+euXXztrMLOuQWo0gEr3kaVprFz9xyf14wEfhN6nZ/HSWkau3btwpYtW7I5qAk1NzeHeEBHxWWEgDJmw78OpqZG/90au2Dy2c9+Nv7u7/4OL3nJS3DQQQdhx44duOmmm/AXf/EX+PCHP4zNmzfjd37ndzq3b5eC9/uwb8+VHLVc/PHHH9/rKq12zy9Au2Xsnp/Htm3bij6ciZAkSc9Mt6UilLBt2zYceOCBFo9q8tQbdRgxCyduYcsjP0L1iGOgyzNQxmD79u0ol/vPAKX1a/o+zKYVWrkKF36zyfckC+bm5noqJiEchFHE556IMvXAAw+g2Wcz0Gqp8ix2PrqT71EZ0lov2zCn3TKqtRqf5xz853/+J4Ly4DnbK2mV98HPfvYzVk1mZPfu3StuFm0LgoCvhYw89NBDCMU6r7GEgNSaP5Mc+K0WYPZd/JNBy/f5PFuWzmFNr5MT4eKRRx4p+Ij2XvVqFeqoAlq5lmdx/0OP8LWzCjt27oJ60uGdPy9dowPSFpY7du3i85oBYwyk0itWxff7GSwVuFO4//77VxVC0XKPPPLIqs6NtBF48MEH4XkbM9JzXRdHHnnkyLffmP+KdXjd617X8+enPvWpeP/7349nPOMZOOWUU3Deeef1BJNZOuSQQ3J53DxNTU9DuyVMTc/g8MMPH34HWrdqtQqnMnhxLnYrmJ6e5s8jZ1NT0zChAzcJsP8Dt6Nx8LOgyzMQrocDDjiAz3+OHCFWbuXqehCOw5+BBU960pOgxZ52WEY4cPncE1HGbt96F+IM2mnJyizCMOB7VIaCIIBT7t2lq70SjDF8nnNw3//3/6FR3rKm+zbLm6G15s8lIzt37oRwhk+2mZqa4nOekQcffBDJOis0AMDxyjjwwAO5kTRjm2ZngWhPWL9p0yb+7lsmxJ5W38abwubNm/kzWCNtNIxrf8lblWcRJg3+3FYhThLorvnDS9foAECVpxHHMZ/XDLRarRXXpIH+P4OlQm8W5XKZP5N1+unPfobAHX0Dr5iawb777js2lapjF0wO8vKXvxxPe9rTcN9996Fer3cqJNv/X6/Xsd9++/Xcp9Fo9NxmmL1xl4BB2g7FmL3z+PdGWmuYFWZrSLeMIIr588iZAfruEDLCheu6fP5zJKXs7ATtxzgepJT8GdggBCC6FuWEA2MMn3siytTuag2yvN/wGw5h3DLiMOJ7VIZarRawpH2QccuIY56L5uGxHbsRTq2tlWswtQWP7dzNn0tGSqVSz0y9fgwEHMfhc56RVhCg5WTwXFamIaVki8uMLa2+8DyPv/uWGewJhqVTgtaaP4M1SCtPi1nulpVZVGs1/txWodVsQpVWHvmgSjPw/Saf1wzMz8/DTG1a9+OE3jSqDf5M1qvWbEENmbHazZRnxuo6bfgWwTGy//77A0h3BretNEdypfmT4yJOEmi3hCiJiz6UidFqtaDcwbs7tVdBtdG0eESTSSkFI5a/BRohoLUu4Igmx9BgUrhQkm3KbJBKw3QtyhnHgVKywCMionE0N1+Fqqz/AhhCQAux141O2MjCMITxes9LtVtGtMFnl+ytHnl8O5LpfYffsI9kegseeXx7xkc02YZ2chVpyzPKxly1Dr2KxbdBdGl65HE7RHuLJEmArmvk2Cn1rF3S6Gq1GlCx38YVSCsma7VaIX/33ioMA+ghM/a0V0HE10MmarUa5JAgeBSqPINdcwsZHNFkm6/WVhVMSm+6U0g3DiYmmPR9Hz//+c8xOzvbCSgB4MUvfjEA4Oabb152n+9///s9txlHcZxAuxXECReibfF9H3KFFjbam0K96Q/8PmVjUE91IxwGkzmTSQI9pJUr5yfZESey5wLYCIcL/kSUuWq1CplBK1cAQIULPlkKwxDaXRpMlhBHDCbzsHPHDiTTa6uYTKa3YOeOHRkf0eQaLXAUDCYztFCrr2rxbZDEm0azyY28NF6CIAC6OmtFgsHkWmV63rlKqjQDvzk+oUHejDHpvOchHQwgBJQx/EzOQK1WQ+it/7NYlWexe6G6/gOacAu11W3airwpBpMbVaPRwC9+8YtlXw+CAB/72MfQaDRwyimn9LSoeMMb3oB99tkHF198MR577LHO1x977DF8+ctfxv7774+TTjrJyvEXIU4SaK+MhMGkNb7vI3YGV0wqr4I6L7Ryp7XuWzGpwUqMvEmZrDxj0nGhJN+TbIiTBEZ0Va8KF5q//0SUsWa9DjVgPslqqcosqtVqJo9F6XWScku9X3T4WZAHYwxazcaaK8Z0aRr+GC1EFM2Y7qaJK9+OslGtN6BWGGkyqtitMJiksRMEQU8HA+mU0fRbBR7R3qtarSLKoCJsTRwHUip+doyo1WpBjPi5IEoVhvUZqNVqmbRVV6UZbhbNQL2xunOjwKmMVTC5V8yYvOSSS7B161YAwH333QcAuPTSS3H77bcDAF70ohfhzDPPxPz8PF74whfiBS94AZ7+9KfjwAMPxM6dO3Hrrbfisccew9FHH40/+7M/63nsLVu24Pzzz8cHPvABvPzlL8cb3vAGAMDVV1+N+fl5/NM//ROe9KQnWfzX2hUnEtpL58iQHb7vI1whmNSlKfhzrJjMm1Kqd7beIi0cSIZiudIDnvs2I1yGw5YkUsI4e34WxnEYChNR5qRSPdXZ6xF5MwwmMxSGIaRYfkmouZ6WuUajAVOZGV4VMIgQMOW0fdM4X59aNUKFBmWn3mhAH7D+Ko3AGa9qgY1iaZDCYMWuVqsF7e5pZ6m9CmrspLUm1WoVvrP+95o1K5URhiGmpws8hr1EvV6HHnHzol5skzszU1DoPCZ2L1QRedm0cm002FZ9vfxmA+rgVVRMulNYqI5PILxXBJNbt27F5Zdf3vO1u+66C3fddVfnz2eeeSb23XdfvPe978W//uu/4rvf/S6q1Sqmp6fx9Kc/HR/4wAfwvve9r+8Hw6mnnor9998fn/vc5/C1r30NQgg897nPxTnnnINXvOIVef/zChUnMbS7D+KEJ/a2NJpNRM7g/unaq6DV4s64vCmtYNx+4RhbNuXNACsv9Aj+DGyJEwkjunZnCYfPPRFlKq0AKA2/4aiP5zKYzFIQBEj6bJgzSLtLOM5YNdgp1BNPPAG5xvmSbXJmXzzxxBMMJjNgjMEoJZM8L8pOuvi2/iqNyK1gocbF0HwwjC/K0g4G2iuj4TOYXItd8wsIi6qYBGAqmzrr0bSy1cw7VOUZ1Ot1HHzwwTkf1XjbNV+FyqDVsfYqCFnBum5hqwW9iopJVZrG7ur4nAPtFcHkRRddhIsuumjo7fbZZx+cf/75a/o7jj/+eBx//PFruu/eLEkktFdBkswXfSgTY77WWPFNR5emELR4Apo3rTXgLr/w0hCcMZmzUdZ3uAZkR5IkME7vSSmfeiLKUrVahalsyuzxWt40ds/xvDUrYRgidvoEx14JURRxUS1D27dvR7OytvmSbc3yZmzfvh2/8iu/ktFRTS5jDMzQDIab5bK02sW3QVRpGvMMJmnMtFotyK6Zz2kwuavAI9p77dg9D1XO7txztWQ5HTvAAG24er2OeMRgMvKm2To0A/PVGlT5yet/ICGgF+d+CnaYWDOlzYod5ZbdvjSN+dr2HI/ILm6BnXAykTCcMWlVrdGE8gZfkBnHYytRC7TSfav2jGAwmbcRJ/rkfhwEJHJ5e0WuvxFRlmq1GmQGu3LbZHkTnphbyOzxJl2r1UIk+gWTnOOTtUce2456aX3BZL28BY88Nj6LEcVbeSHNYNTzVhqF0npVi28DH6c0jfkxqhYgAhY3ComuYNKtwGcnrTWZW6hmNtt8LUIGaCOr1WrwR5x36Dt8XrNQrdWgsqoo5tzPdUmSBGaV50WqPF6zPRlMTrg4idOKSZkUfSgTo95sQnuDW7kCnOtjg9a67weAYcVkrtJd58N3Uxm2EbJiLSdCRESrsbCwgNDLrupOVWaxixWTman7AbTbp5Wrl85Houw8sO0xJDPra+WazGzBA9sezeiIJpsxZvj5phDcK5eR9Jwzm1nDujSNap3BZNaW/qqzWtgu3/cROd2tXDniZ62q1Wqmm+JWy3emsbDATXSj2DW/gHDEeYehN43dC9V8D2gCNOv1zIJ7szj3k9am0WgAU6t7r1KlmbGas83VyAknkwTKqyBJGEza0mj4w1vYuB6iKLJzQBNqUPjIVq75UkqNtlNaiPS2lKtEymXBJBchiChLCwsLaDrZ7VqX5Vku9mSo4fvQ3vJgUrtl7oDO2Pbt2zMIJvfD9u1PZHREk80YM9I4PZ4XZaPRaACVbD4LVHm8FuU2irS98eKLQghm8pY1mj5iZ88Gdu1VEDCYXJNGvZ7JDL21ikszDNBGtHNuYeSQTJVnsZNdU9YtDFpDi2VGJUvp3E9am3q9Dl1a3QZeXZqG3xyfcyAGkxMuSRJorwLJYNKaZrMBNeyNpzyDZrNp54AmlBpUMclWrrlKkgRwR9gt7XqI4zj/A5pwiUxg3CXjpgXnKRFRdnbMLYw8O2YUqjyLRp07c7Pit/pXTCq3xIrJjNWqC5CVJ63rMWTlSagusGI4K2bokEnBVq4ZaTQa0OVsqudVaRqtMVqU2yiM1min9QZi8c9kS7XRhC51BZOlCsKAweRaxFEE02fTlS2yPIsduxmgjWJuYWHkEFmVZ7B7ns/rehhjoIzpO9ZqLeIS2+uuR71eR7LKzkLG9SDHaBwfg8kJp+RiMMlWrtYEreEVk7o0xV2gOTO6/4xJVkzmKw0m+8yyWsrxWMltQRz3aavluHzuiSgzO3bPQ1U2ZfZ4xisjjrhxJSvNAcFk4rBiMkutVgvaKa1/IUgIaLfEn00GRqqYFIKztzPSaDRWvfg2iHFL3MCYA929WM3NutbVmn5PFZNxPEg5PovPtiiloDMKXdZ8DOVZzFUZoI1ioVpbVcXkQrWa7wGNuTAMITKqlgSAwKlw7Xod6vU6Qm+0GavdNDA2HeYYTE44mUhob4oVkxYlSQLjeCvfxmMwmTc9YJcQZ0zmK0kSwBmlYtLlhZgFSdynYpLVqkSUofmFhczn/GjhcANFRlpB0LeqIHEYfmVp+/btULP7ZfJYamY/bN++PZPHmmRa65FqIVk1lo1Go4HYXf3i2yDaGHb4yJjW3c+nSK+XyZpG04daEhjwR7B69XodqBTXxhVI56FXq6wiG0WjVhv5OkGWZ9Fk29B1qdfrMJVsNgkBQOBMYYEVk2tWr9fRclZ/biQqM/B9P4cjso/B5ITTWsE4LvSYJO0b3agXwLE7xVauOTNaw/R5CzSjDJuhNYvjeGgwDwBwuBPahkT22SjhcncuEWWnWq1CZb1ANDXLtkEZCYKg74zJSDCYzNL27dvRrGzJ5LGalc14/PHHM3msSTfsvN+Ac/aystbFt4FKU2OzKLdRGKN7Z0zyl9+qpu9DL6mcMcLhddkq1WqjV+DlRZVm0OTYgZGspu2u8cqIOGZgXRqNBmSmIzZmsHuBv+trtXuhtqZuEqo8PTbFTAwmJ5wBONjcolarBTHCYNvAqTCYzNnAikkhxqYkfiOSUsKMUDFp2E7UCpnEy38eDismiSg7frMBleEFMNDeiV7N9DEnVRj0b+UaOyX4Lc62yspDjzyKWnlLJo9VK2/BQ48+lsljTbKRqu3EiLejoRZqdURraFc2iBmjRbmNIq2QbM+YBLsIWdbye1u5AgDKFQbwq1StVjOdbb4WxvWQjNEMuLxIKVfddldzvW5dsmyrDqQzn+dYHbxmu6u1NV0nS286rQ4fAwwmJ1z7OovXW3Y0m02Y8vAPgcidQnVM3mQ2KjMgmNQQXIDI0SitjAFAM5i0IkkS6CU/D4bCRJQVYwykVICT7SVH5M0wmMxIFIbLF0IBaLeCWpOLoVm5/5FHkczsm8ljJTP74f6HH83ksSaZMWaETim8LsjKroUq1AgbdEelSjMMJjOm9ZIZk/zdt6rV8qFLSyomS9PcsL5KtVoNgZvde81aGYdjB4ap1+vA1Crn0FfYNWU96vU6Qie7GZOqNINanZ/Fa5XOWF39+1XkTY/N64DB5IQzi7WShjWTVjQaDcgRBg2r0hTL4XOWtnLtP2OSCxD5SZIEWoxQMSk4Y9IGJeWyoNg4Hi+iiCgTQRAApewuftt8d5rBZEbSyvnlG4aMV0bDZ8VkVh57/HHEM9nMmIxn9mMr16yMUKnB64JszFfrmVbPR97U2FQLbBS981QF56taFofhsg4GymPL4tWar1bhO8UHk6jM8j1qiIWFBahVzqFn15T1qWXcVl2Xx6dyrwi12toqJlvO+JwDMZicYFJKoB0QCIfl8BbU6/WR2kqo0gzmq+PxJrNRDaqYNBBsW5OjOI6hR2jlqthO1AolJSB6TwW04/K5p4lzzz334Hc/9D9wzz33FH0oY6VarcJkPV8SQODOYNf8QuaPO4naYx2W0m4ZTQaTmanXqlCVVVYFDKAqm1Cv8vd/vbTWw7fmCm5YzEqtVs907lvocDE0a0prmMXrAiMcKF4TW6UNln0eJy5bua7Wrrlq4TMmgXT23rhUNOWlWq0iWmUoE7NryrrsXqhmO2OyNI1WkxWTa9VorO3cKPKmsXuhmv0BFYDB5ASL4xjwFndIuyUuRFswatm8Ks+gypOYXKXhY59d0kLwIixH6RyB4cGkFmwnakO/BWnNUJgm0MPbtmF7PcAj29geMUvVahXJKndCj0JVNmHH7vnMH3fSGGPShdA+tFeG3wrsHtCYqtfr6SiHIdV5TtzCfr/4IZx4SCAsBHRpim0sMzCslSs7qWSn0ahBr6Fd2SAtdwoLXJzO1P+fvT+LtSxL73rR/+xXs3fEjojMrKqsxk3Z5mDje7jimAvCDQKOdZCNG4Tl6wvO8gMPloyuQMhXAp4QvuIBdP2AhAXGksHHMo1p7MSnqmzcYFe5yuVyNa6qbCIjIiNi96udfT/GuA8rdlTEjtXMOdfs1prfT6qHrIyYc+Ree805xvf//v+PMfZUmKTG9XpJ0xRiyTsiUgyKcs3JeD5vhTAZqyRMbsI0TfhKvs/KUweYz6k5qyiL9IIS5z0rGhKqHRUmDIKlIzU2wbQBxjOz/AU1AAmTHSaOY0DRFv+gqIiiqNkFdQAzo22eaX0qNlSMEGLp5h+QwBgJk1WRJAlYFmGS5hzWwrJaG5OpUYXoHmGUgGs9hDE9d8rENE2EavnFIaYPMSHH5NYszgLL5z5z1YBPwmQpnJ2dIRnc2fjnlCTAnQefgJJs/rmnwzsU57ol5JisF9/zwNQyZ0z2MabRJ6XCOHuapCIkiYTJGvE8D1gi3AcSCZN5mc/N3PGgVRDs0Qy4qhhNpvBznhN8ZYDxlJoTi2LaTqnzngGAg2Lvi7BoEF2e5LcJpg8w25PmLBImO0wcx4BMjsk6mcyzxUpwvQ+P7PCVIgRfHuVKjslKySpMpqBh8VUjhFi6gUwlalQhukcUx+CqgYj2QqUyn8/hKeXP+Un1IeZ7El/TJL7vr5wByhUdQUjCZBmcnp7C1m+Wek1LP8LJCTm8t2dTMYiEybJgjANyeeUnpg8wNanoXyac8ecckzTepD48z4NY4ppJVANzm+pCebDtcmOji+JJ5OrexMVkBqbni7lnxgEuKDWlMI7jgJcsTEIzFmcKIhfrzmGbWKQs7kecPQmTHSaKIognjkmuUHRfHUzndqbBtkJWkSZpDSvqLmIxxOHFfyFJi64VohLiOEaaQZhkFOVaOUmSLHXKJJJCwiTROcI4Bld1hBHthcrkcjpDrFUR5TqEY5ulX7drBEGwtBAKLByTUUDCZBncf3QMt3e71Gu6vVt48JiEyW3I5pgEBIkzW5MkCUSJoiTwpChHwmSpMMaeNu4KSUZKjsnacJzlLiau9TEz96P4XBee62SquVUN0we4nFK6xzpG0ynSnLPoU+MAo8m0ohXtP67rlhrlCgBCH5CzuwCLUQ/FzslMH8DZkznbJEx2mCiKwJ8UpYWsUSG6BkzLyty9xSk+pVLESsu8RN2hFZKmaTbHJAmTlRNFEaDqL/z/CTkmiQ4SxclCiKHnTqmMZtXEaQlK+iiFIAjAlRffA8DCMRlFYc0r2k/uPzpBPChXmIwHt3H/0XGp1+wimWZM1rSWfca2baBkBxPTBovrEqXB+LOOSQmcxpvUhuM4iNUXxQKm9cgxmRPGy3VnF16HPsSE4qbXMp/NwYz8jkmaMVmc0PfASxYmmUpzz4tgWRbSgk0UXO0h9L2SV9QMzT+ticaI4xhMWgiTXCbHZB1Ytp09z1unOZNVIoRYXoyQpKVz94hySJIEaYZXDzkmq2chTGov/P+xpCEkYZLoGHEcg6k9ROSYLJXZ3ERa0ZwfIclIU0qX2Abf95GuECYhU4xfWVycnyEZlitMJoPbuDg/L/WaXWPhmMwQ5Urfg62xLKv0JhWu9+GTQ6NUOOfPzJiUwTk1SdeF67oI5RcTDJjWh001ocxEUQQhL5+dXTdMH1CU6wZc2859Tkj1IRya3VkYxsXT53xZJGqfHJMFsG17aUNKJiQJjC8fzbRrkDDZYaIoApMXRelUJodMHXhO9rx7rlMXaJWsnDFJjslKieIYTM4yY5KEyap5Ns77WYSiwQvIJUN0izCKwbUezZgsGcvMNlu7EMYQFhUmtiIIgtXCJEDR9iXAGEMYheArInOLwrUegjCgdJUtWKSnbPhDNOKhFGzbRlzyTCshq0hSOiuUCWMMgqJcG8G2bfjyiwVqrlGzeh5s2wZyRoNWxT5FLVaBEGLRYJihNvQcsoKUpXshyNRNmqYZGrLyEykGPacKYFkWfGWLvZGmIwx3v25HwmSHieMY7Ek3ESPHZC3EcbxUCFhGog2o4FYhi43MihmTJExWRhgnmboYhawgjKnYUCVRFIHLy4VJn4RJomNEV47JmJq0yiRPQ1ZeGAmTWxMEAWJpzb6UXKlbMxqNIAZHlVxbDI4wHo8ruXYXEEKAbyrQSRIoSmV7LMtCuE3xbQVCkqmRsUSeEwlkhRofamRqLZ8xybQ+Ao+cSFmxLCt7QlnFMK0P3yWxZhW+70PoxZq2hGogoDnouXFdFzDK/34EskGmmgJM5iaCLfZGwjiAuQeubBImO0wURUiezHpLJXUvlPY2s+hAzP6VC9U+FdwqRAjxtCP0eSRwQcJkVURRDJFhxqSQVYQUqVgpC2Hyxc+CKyo5JonOEccLx2RMDRGlkjKevxM6I7E62IvDWJMEQYBonTCp9ajwsyWnp6cI+uXGuF4R9G/j5OSkkmt3gZVjHZ79MyDHZBmYpgVviRtsa4whuTRKhKXp03OakGQwakypjZlpLZ37JshAkIvFrM52CJMLZx/VlVYxm83Ae4eF/q7oHWI2m5W8ov3H8zyICoT7ROlhblMDRV7G0/lWMffpnszaJmGywyyEyUUxIpFow1M1eWMlPLkPk4TJyhB8nWOSChBVESUJRIYitZAVRCQQVEoYhkjlFyP8uKLD86kQTXSLOI7BtD7thUpkERdd3ZwfX+mTMLklrucjWfIeeIqqkzC5JY+PTzDXjyq59lw7wuOT00qu3QUYY5sjzSSaMVkGo/m8Evc80ylhqEwYY0/PaUJWwBgJk3Vh2vZyp9+TOGmKrcyGZVkIlAqaIAoiZHJ1r2I+nyPRDgr93Vg/wHw+L3lF+4/rukiLzjRcA9d6mO+BQFY3k/l2I0+iPTEzkTDZYaIoQiwtCkaxRDMmq8ayLPAcD51EG2A0pS6gqljMmFzy/wNgVICojChHlGuUkEBQJUEQIFkS5coVHT4VoomOkTx1TNJzpyxM06x0zo+v9DGbm5VdvwtYrrd29iFXdfi+X+OK9o+77z5GNHipkmtHwzu4++7jSq7dBRgXS+fNX4cEge2ZzCwwrXxhMlH7e+EWaAssTb8qTEoKOSZrxLKd1d8RzaB3cUbmlrV0VmdjGANyda9gNpvBU4u9F3x1QI7JAriui6TkmecAwNQeTHJM5sayrK2ESV/pkTBJ7DZeEII/EQi4rMGjQnSlWJaFOMeBjOlDjGdmdQvqODRjshniOM7omFQpUrFigiBAvGzGpErCJNE94jgC0wZIqEmrNCzLQrpFPM0mmD7EBTVwbYXj+eDqasckUwwa9bAlj09OEA+riXKNB3fw+JiiXIvCOd8sTErSopmR2Ir5lsW3VYR7UpRrC4w9E+VKMyZrxXUcMH15xKLQhyTAZ2Q8NbeKRiwbptE89FVMpjN4SrHPylUGGE+nJa9o/3FdF5FcvjDJtR4cl4TJvNi2tdXzKlQHmOxBky4Jkx3GCwIIZVGU5ooGL6BiXJWYZr7BtkwfkBOgapYVIySZolwrhKJc20MYhktni3FFR0jCJNExkidRrgk5tUvDNE1EFThkrkj1IabUwLUV7gZhMpU1inLdkvl0grR3s5Jrp/0bmE/HlVy7C3DON8+YpHNBKdgVCZOesh8xZm3hObFekkmYrJHQ98BXRCwyrU+uu4xMze2iEcsm0cjVvYrT0QSpUSzKNTUOcXo5KXlF+4/rugikNSMcCsK0HlwSJnMTBsHa5JpNMH2A0XT3I41JmOwwfhA9FSaFrMIPqCO6SuamCS9HrESqD2nGZAMISODUGV0ZcY4o15jmMVSK4/lgypIZk6qOKKL3AdEtGGMQqk6xZSViWRY8qbo4LWYMMKd90lZ4gQ+urD4QJyRMboXjOIuCQ4a40EJIMrhqUDGoIExkiXKVKMq1BDzXqUQsSLUhRtSgUh7PfickafHPRC3wNc+jWO2RuJWRubViVmdDhAp9dqu4HE+Q9g4L/d3UOMBoQo7JvMztimZMqj0Enlf6dfcZIcTa534WmD7EdA/MTCRMdhg/DMGfOiYpuq9qLiazXB1BTB/As6ngVhUrj1mSBMZImKyKJLNjUqVB8RXjeD7EMmFS0RFRdB/RMa5qb2SMKY/p3ESoVlccYtoADu2TtiLwg7WOyUjWaK7VFpyeniI5qGa+5BXJwUs4OaE41yIs9vsZolxpxMPWJEmaqTExL0wf0OiTErmuQ5IuWQ9R9FXDwDICErcy4zhOq4RJX6bPbhWz2QysoGOS9Q4xpRmTuZnbNphWhTBpIApJT8iD67rAlp8F0wcwTbOcBTUICZMdxg+eFSY1+CFFuVbJaDrLlx8tK0gpPqV+JGnRuUJUQpyQY7ItuH7w9B3wHDRThugg4km7iljdtkLkZDSrds4P1/rUnbslQRCAL2lQuSKSdBImt+D4+BimfqvSe1j6LRwfH1d6j32Fcw4hrS+HCNCMyW1JkmTjz7koTB9gvgdFubZwfQ9EO6J6sG0bMFbvl3y5R7/nGfGcatzZRUnUPiZzaqJbhmNbSPWCUa76EK5llrugDmDZLngFwuSihlr+ZfcZy7IgCgrzVzB9CGcPGh9ImOwwYRg+dcsIVUNADplKmc1NpGs2nMsQqk4RWlWx4sUpQJ3RVZLmmDFJjslqWQiTywvSpM0TXSJNU0B68lyS5MU/E1sznc+rLQ5JEpgQFLO4BVG4frYJV3TYHu1Di3L33Ufw+rcrvYfbv413Hj6u9B77Cs+y35ckmjG5JbZtA71q3gWpPqQZkyVy/TedmrXqwbIspGtcfkwbYEziViaSJF7rPq0brvUxtXZfOCgbIcTChCEXlCRkBUnK6AyQE8d1V86y3RYhSdTcngPLspBseU7mio5wD5yqJEx2mDB83jEZkjBZKbaZ3zkgjIO9sGa3kZUHLUkCI2GyMhZRThmESUlFSsJkpXi+D64tL0gLgDaWRGcIwxDQnoj0qk77oZIwLbv6rnXVoAauLYjj9QU8rupwyJVamAePjhEPq41yjYd3cP8ROSaLwDgHNjr5yDG5LZZlVeae53ofnuNUcu2uwRj7apPWFZJM54EasCwLsbZ6v8T0ISYUWbyRpzPbWgTT+zBJmHwBx3GAbc8IRp9mbOfE832wioRJaD1KWcmBaZoIlS1jp584VTM12rUYEiY7TPhMlr1QdEQRRblWSRD4ubtTUn1IwmRlrJgpQwewSknT7FGuCbmWKsX3vNVOGY2K/UR3CIIAuPoukNBVGo5lVS5MCoPcMtsghACk1TP2uGLA8ajIUJTLi3Mkg2odk8ngNi7Pzyq9x77CGIdY8/sPLBwAghyTW2FZFuKK5g0LWaXzQknEcQxJef6MJikaJdjUgG3bCJTVdSKmDzCnvc5GfN/femZb2TCtTzMml7DNfMkreO8Q0+m0pBV1g8D3Vjamb43Wg0fNjJkxTROuUsI52RgshP4dhoTJDhNH0XOOyTgih0BVMMYWmdsbDr/XCdX9GGbbTpYXGQQkMCpAVMZCmMwW5UqOyWoJAh9cWSVMUscb0R2CIABXr6LtyTFZFmGBhqy8pPqAhMkt2LTd4aoOj94FhYiiCAkTEMrmZqxtEIqGhHHEcVzpffYRxtnms5kkg5Njcissy0KwrStgDUKSSTwrgSRJXnxeKSo9W2pgZprw5TVRrvpgL+aIVY1t2xAtmi8JLITJXRcNqmA6nSIqOF/yilA7wGw2K2lF3SAM1o9w2AamGlQ/ysHldI5kjVM+K3wPmnRJmOwwSRw9nS8mFA0xOSYrw3EcwMh/IHOVPr1sK2JlLU6SwMkxWRlpkkJcjwlagpBVsJSKDFUSBsHKjjlOG0uiQ4RhCC4vGrWYQrOdy0AIAbbBjVcGkdLf+cNYUyRJAmxoFFoIk/R9KMLZ2Rn4QbVuySv4wR2cnZFrMi+MZYhylSQavL0lc8uCL1fYpNIbkiOpBKIoAq4Jk0ImYbIORtP1M7mZNoDnkri1CcdxwFrmmORaD2FAZ+rrTKdTuMp2Ed+eOiDHZE54ln1PQVLFIMdkDsazeSkx98kemJlImOwwLE2fFiSEpCz+maiE+XwOZhwu/Xdy7OP2vd+FHL+4YYm1IS4mJEzWiZBkmjFZISxNM0e5pvRMqpR0zWeRKjoJk0RnCIIA6ZNGrZSEyVJYxGlVFBX07H2UHhWkCxIEwcbPiCsGQvo+FOLk5AROrx5h0undxsnJSS332icY3xzlSmzPaDpHWtGMSWAxf48aVLYnSV4ctyFkhdyoNTCZb4i+l2nUTBYcx6ksNrowkrxogiGe43w0QbilYzJQD3AxnpS0ov1HCIEqfxNjRSdhMgezuVnKyJNA3f0mXRImO8xz8U1PhqYS1WCaJmJt+YFMSQLcefAJKMmLhZ/UOMAlCZMVsWrGpEQb/wrhnAFyhlePJJNztWLWGQASEiaJDhEEAZInjslE1kiYLIFFnFZ1hegrIqWPmbnbh7GmCIIA4kmE8So4RRsX5v7Dx7CMeoRJS7+F+w8f1XKvfWLRiLh5T0pH5O0Yz8xSXAGriPegKNcG4jgGvy5MKtrCSUlUytzc/B0RskqfxQZc10UkV98UlxchydRwfY3z8RTpCuNGVtLeIc5GJExmJQxDQNUqu34kkzCZB9OySmna8uQ+ZvN5CStqDhImO4oQAuLaMev6PxPlMZvN4BcYbMv0ISYU5Vo6Yo0iIyQZnByTlZH5KSNJ9ESqkDRNIdbEeMS0sSQ6hOd5iOSFQBNLJMqXwSJOq/qudab1MZlTQboIQRA8HemwCqHqiEIS6otw991HiIcv1XKv+OAl3H33cS332ic4Y+SYrIGF6FLd3Ddf6e98jFkbeDbW/gpOYlgt2FkK1L0D+j3fgOu6CFooTELv0bn6GqPJBKmxnWMyNQ4xmlCUa1Y8zwMqjDoOJR2uS7/nWfEcu5S9UaIPcTkhYZLYQdI0Ba5H+FFUR2WMpzN4av6HTmocwDJ3+yHTRhbC42rHJAmTxL7j+z6gr96YhiTOEB3C8zyE0kKgCUiULwXLshDVEKfF9AGmVKgrRBiGm4VJGvVQmLPTU8TDO7XcKx6+hLNTinLNC+PVzVoivoptWZU6Jn2ljxm9B7YmiiIw5XlhksnkmKwD33XANzRzpfqAnMEbmFk2UrVdMyYBQOh9uK7b9DJahTmbIe1t75ick4kjM0EQgKvVCfdcNWCRMJmZlLGno/W2gelDjGe7rRnQTryjBEEAXI9vUg2Ka6qI8/EUrEBHENf68KlAWjqcc0BeLkwKSV68JIhKWBcfus2fJfLheR7Emo1pohiwaWNJdATL9Z4e1Liiw3Lod39bbNtGKFdfHGL6AKZFMyaLEAQBUnlDpBONeigEYwxBGIBX2Jn+LFzrwQ8CGkWQE8ZoxmQd+K4DplfXqML0AUbT3S7KtYEoipBKzzeup4pG9aGKEUKAcQFseBZF6oAckxuYmTZYTe/dPKRqD47jNL2MVhH4PviWIjJXewh8OrNlxfM8sAqFSaYasEiAz0QURS/MdC4KM4YU5UrsJlEULREmaY5MVYym02JRBU8KQlRoKJeFMLmiO4WiXCtjESGd489XthJisTFdfRjgWg8zKvYTHcFynhEmqduzFOamBV+pQZjU+nBselYV4dnZqusQEGsj8IkXubi4gBjeqvWeYnALl5eXtd5z11k4JjcLk/Trvx1VO1MXo0/Myq7fFcIwRHKtUJpIFOVaNYt4xc1igafQLNVNmI4LVkNaR14SpUeOyWdIkgRckjO9f9ciSeCQKPUvI4uGxPVJKdvAVQMOnaEzYZomRG+7KOMrUn248+8GEiY7ShiG4NeESUEdcZUxn80LOSYBAMYQNhXdSiVN05UHZCHJJARXBGMsX2FCkuizqAjXdZGs6Zjjag+mTQcoohvY7lc7SLnWg03Fg60Zz6udKXYF0/rwPfq8ihAEAeIMwiQUDXEcV7+gPeLk5AR+v54Y1yv8wW2cnFCcax4452vnbRPbE4YhxPVm6JJh+gBzc7eLcm0giiIk0vPvhFhSqT5UMZZlZSpQh+pg5+P6qsZ2nNqSCvIQygYJk88wm82AfjmiDHqHmO+4W6wuPM9DvGGEwzZw1YDr0SigLJimiVQrJ+Ke78FZmHbiHSUIgheGmzOFHJNV4dr25oHmK2DGAb1sS4YxBmmFY5KEyepIkgRQcuSoKyp1wFWE67qIldXCJNN6sF2KnCG6ge26T+OEmGqQMFkCizitGrrWZYXe2QUJggCRlEGYVPXFCAgiM+8+eoyZVq9jcq7dwruPHtd6z10na8McGSaLY1kWhFHdfElg4RawLbPSe3SBIAgQX4tyTUDCZNWYpolE29zIxfQhLic0T28dnuvWs/fMSSAbFOX6DLPZDIm+3XzJKxLjcCF0EhtZ7PurFSY9n4TJLJimiaisZ5UkgfPdTrchYbKjhGEIdq1bgsnkmKwCIQRSlhYebBvpQ3rZlgxjbHWHtCSDU5GzEpIkAfJkqcskTFaF53kIpDWOSa0Hl6I4iI7guu7TDmv63S8H07JqcUwCi4Yielfkx/GDF84CyxCqQcJkTt5+8AjxQb2OyWj4Et568KjWe+46a88DRClYlgVWsDk3K/vgFmgDXhCCK9cb1zV4AdWHqsQ0TYTq5v1Sqg8xIcfkWnzPa6VjMlV7mNKIlKdMp1P4JbnFAm2I6XRayrX2Hcf1EFUc5RqQMJkJ0zThySU2UWi9RSz4jkI78Y6ybIZAqmhUeKiAxdyA4g8dVyFhsmwYY4C8IspVVhazUIjSye2YlBUqNleEaTvrHZNqD/4Ob24IIg++54FpV47JHhU4S8BxXfC6utb1PkVkFcBxfYgMwiRXyDGZl+OTE8TDl2q9Z3zwEkW55iTziAFJovnzBTFNE1HVM98kCWzH3QJtwPUDiGvCpFB1uD49/6tkbppwlQyOSeMApmlWv6AdJkliiDxN0DXBtR4sh87VV0ymM7hKOcKkowwxnpAwmQXL9cDXjPLZFq4aCAMSJrMwms4RlSTOAwA3hjv9fiBhsqMEQbBkhgA5JqtgPp+DbzHYNtSGuBjTy7ZM1hYiJAmcpfUuqCMkSQIhZRcmBQmTlTGz7LUdpVzr0caS6AxR4D89qHGth5C6PbfGrzFOi+sDEiYL4AUBeCZhUkMURTWsaD8QQsCxq3eJXYc9ibMkcSY7aVbHJI15KIxlWeW6AlahkbN7Wxw/AL/WtMgVHQ7NDKuUi/EUSYYCNaPI4o0IIQBJanoZL8BVA7ZD+9QrTi/HSIyyolwPcDaalHKtfcd2PfAKZz4LWUVKtbtMXE6mhUe9LSPRByRMErtHGIYvzBCIJZU29BUwm80Q6cWFydQ4xPmYXrZlsi66aTFjkrqiqyBJklxdjIKiXCvDtJ2nM/WWIsnkDiA6A+Piq80qkrz4Z2IrkiR+wXlRFanag21TRFZelsX2LSOlUQ+5mEwmQP9G/cVRSQL6Nxb3JzLBGc8mTMq0JyrKeDZHWLVjEoDoDWFZVuX32Wdc78WiNVcNuCRMVspoOkeaYQ6rUOhcvI5FnaHY6KSqYWoPDiURPeVyMkVqFK+PPktqHOKS9j2ZcDz/heaTUpEk0BE6G5O5CVbi/O1AJWGS2EE8P0B8LV86ljX4JEyWzmw2g5dhbsAqUuMAYxp0XirrhUmFHJMVkV+YJMdkVdiu+zS6chVcgApxxN7DGMP1M5R48v8TxRBCgNfo2orVHhzHqe1++0IQBJk6p0mYzMfJyQmCQb3zJa8IB3cozjUHjGePcqV3QjFG03kt7uFUI2FyW3w/eCHmj6s6PKoPVcp0nv07ImQVcRxXvKLdxPd9oIXzJQGAa8ZOz38rm+lshrQkx2RqHGA6pVppFjy/2ihXYHGGpvrRZswcz/0seHIf8/nuziAmYbKjLLolni9GCEWH49HGs2xGkym8LTLUU+MA5pxetmWSpimwoqNOyAoVHyoiTdNcnYwkTFaH42yOWZT0Ph2iiL3HdV3AuNY8RL/7WxEEAaBVe/B97n4yCZNFCMIwk6s1llUSJnPw6PFjzPVbjdx7pt/C4+PjRu69i6xrVHwWSaKzQVGmcxNML96gm5VI7e+0W6ANLITJa45JxUBA8faVYltm9gJ1b7jTxecq8TwPoq3CpNqj79Ez2OYcbItRV8/CjENYJn0nshAsecaXjqrT+IcMuI5dcpTrAS52WKAnYbKjOL4P8cLGk2YIVMHZaAK2RVQB1/rwPMqkL5M0TcFXzTqkOTKVkSTJ6p/7ErhEwmRVeK4DvkGY5FqP5rYRe4/jOBDXvgtC75PQtQWO40DUUIi+IpR7MCnKNTdhGGaaMRlLGo16yMFbDx4jHLzUyL3DwR289eBRI/feRThjgLy5HCLIMVkY06pn3qonkzC5LWH44txhrur0/K8Yz3Eyi/epfkDO4BV4ngdWsRusKFzVEQVUZ70iSdJcKVrrWEQcU9pZFhZJKRV/RzRj4V4m1pKmbKVRptD19AFGk90V6EmY7Ciev3zjSVEd5XM5mSLtbRFVIEngoANxmaRpurpDWpKAGiPoukSSJGA5XsBcUhfuVqJ0ogwbU6aROEPsP47jIL0mTKbagH73t8BxnI2O7DJheh+TORXq8hKH2WdM+gE5JrPy6PFjxAfNRLnGw5fw6DE5JrPCOIdAhlmgMjUtFsWxrdock/Qe2I5wydmAKzqikOpDVSGEABMi80ziUB1gNttdV0yV+L6PpMr5edtA8+uf4i8xyGyLUKmBLgth8KIGUDZCNeiz2EAYhhBKOcL8Fcw4wGyH3fQkTHaUhTD5fDGCKzo8nx4iZTObTrfPUO8NqQu0RNY6JoEX5o0R5ZDXMckoyrUyeIZDcKz2YJMLidhzHMdBpDwf/US/+9vhOA4Spb44La71YdokJOcljiOIDAUKruiwKVElM/PpFGnvZiP3Tvs3MZtOGrn3LsJZmskxCYpyLUyU0Zm9LUwfYjzb3aJcG0iT+AUXk1A0JDTTsDIcxwFyCPeuMqAo1xV4nodErv5ZUxSBhRDddWazGXhJMa5XiN4hCfYZSOIo0wiHbWCKTo7JDZimCbFFouIyUn0Ia4f1AhImO4ofLJkhoOrwqbuhdDzH3rpTNDXoZVsmC2GSHn91kyQJGEW5Nk4cv1h4WEYoGxTlSuw9juMguNZh7UsGOSa3wPM8RHJ9XetM7cFy6FmVlzRJMs19Fgo5JrNiWRaE3s/sfikdSYLQqLEiKyxlEBn2pYLGPBSCcw4uUMv3IdUHmJBgsxVLPytJAhm9qmM+n+cSaSJtiMsJ1YSW4fs+ohYLk5Kq07xuLH7nE71cUSbWD6hWmoE63sepQvHfmzBNs9T5ksCiSdff4fFvVJnvKMts3IIeIqXDOUfKObClCBZqQ0yn05JWRaRpCr6mGEfNbNWQV5hMJZmEyQpwXRcwNjdL+DIVN4n9Z2aaCOXnY0dDpY+5SZFwRXEcB0GNxSGah1sMkbFAwRUNPhXTMnFycoL4oJn5klckBy/h+JjiXLPAGFs92uEZhCzTaIECOI6Tab9ZBkwfwqL3dmEW34Xl7wOBRU2DKB/TNBFr2QvUzDjABQmTS/E8H5FUrRtsG4RGEZfAwjHpq+W+FwKKON6IEAKihly4RKZY3U2YpolQK3lvJElgYnff1SRMdpQwDF/I9qYZAuVj2zZgbN8N4chDTOllWxppmoKvefyRLlkNaZoizSHSM3JMVoLjOOAZ5r8xrY+pRa4xYr8ZTc0XUg2YPsBoZjazoD3AdFwkan1Rrkzrwfe82u63L/CMux0uawjCqOLV7AePj49h6rcaXcNcv4XHJExmgrE0m2uYolwLYVkWeA3zJYHFe9uhZrrC+L4PSVvx3tZ7FM1XEbPZDL6SfSZ3agwxoZrQUmzPe2FGapsQKplAAGA8ncJVynWLOcqAaqUbiOMYqDjGFQBiiYTJTcznc7hy+XsjSe/vbKMuCZMdJQoD8GvRZVzVEVFHdKksMtS3nC8JIDYOcD6imTFlsXDurXv8SVSAqIAkSZAih2MSJExWgeM4mUQDrvUwo+5zYs+ZzF+MU2EUCbcVM9MGr1GY5KqBKKCiaR4We5xscU5C1RDQ+SATd999BK9/u9E1+P07eOfdx42uYVfgGVNthESOySJYloWkbFfACoSqI46ogaIonueBrxAmhdaDR80/lTCZzeDlEGmYfgDLpP3pMizXb7UwSbP3FpyPp2Alz9dj+gHORpQut44gCACt+u9HKGn0e76By8kMcQV7I24MYVm7WbsjYbKjsPTFDlEhq0hJBCiV2WyGMEc8xypSEiZLJUkSpNKaGXuqSgWICojjOGeUq7Lo7iJKxXEcxMpm0YBpA8wt6j4n9hvTspY6Jk2TfveLYjoO2CrnRRVIMhgNwcpFHMeAmq1zmssaIir4Z+LBo2PEw2ajXOPhHTx4RMJkJoTIFGdMjsliWJaFUM3uBtsWDtDnVBBvjduMqyRMVsX5aIo0h0jD9AE8moG+FNdruzBpkGADYDTJ9zufhdQ4wOWEhMl1BEEAoVQ/ZoMpOhyPfs/XcTmdlS7OA0CsDTHf0cZqEiY7CgeWDjensk65TEuKKkiNQ4xpxmRpJEmCZJ1zT1ZJEKuAMIoh5DWC8DWErCCiZonSsW0bfhZhUu/DtunwS+w3zhJhMtWHsO3d7DhsA47jrnReVIUAFaTzEEURoGYrUAhFo0SVjEwuL5AMmo1yjQe3MR5dNrqGXSHruZcck8WYmyY8qcZ3gTFYzLUkcuN5HlJluaiTKgYJkxUxylugliQwIXZ2jliVuJ4HXoPwUpSYZu8BAGazOVK9fGFytqOCTF34fj3CvVAN2C4Jk+uYzOZISxj3dh1fHZAwSewOQgiIFScxLhb/niiH8/EEgbb9izc1DmHt6EOmjURxvD7KVVEpQrQCwjjJNMvnCiGrCCP6HMpmZlqIMjkm+3BdKvAQ+03gey/MXOVaH4G3mzMa2oDrumA1umQAAHqfOtFzEEURRMZZM1zRKCIxA0EQIIUM5NjnVIKsIBUSQhKTS0NIMjU+FGA0nSPRyy++rWKXY8yaxnVdxCuEyVgxdnZuVduZzwsUqPUBfR5L8P0APGPD1To+/Jv/DF/7yX8FAPjQp35u6+tdEcs0YxIAHNsCK1mUYcYBHHr2ryUIArAaZkxyVYdD57G1WKYJVsHeyJP7OyvQkzDZQaIogrTqpa1q5BQrkfPRBKyEGZNC1SlGq0TCKAZf49wTMs02rIIijskwpt/7spmYFliGXHuu9hD61CFN7C9CCKScL02QYJxTo1ZBfM8Dr2GOybMIrUeFuhzkESaFoiFJ6GywibOzM7CDZmNcr2AHL+Hs7KzpZbSerE94TsJkISbzaopvq0jUAQmTBfE8D6G8vD4Uyjo5JivCtkywnO4x3jvAbDaraEW7ix+0O8qVZu8tiOM48/4zK0LREFPNaC1BECBZ8YwvE67o8CjKdS2e67yQ1lQGqTHExWQ33w0kTHYQ3/chVgqTlH1eJuMSM9SFopI4WRIbBTKKcq2EKInBczomI3JMls7MtMH0DG4mSQInYYbYYzzPg6St+C5oPdoPFSQKg9qLQ1ylqLk8xPH6Bq1nETKlSGTh5OQEdq/ZGNcrnN4tHB8fN72M1pO1+YRTlGshZnOzkuLbKgKlD9um+dBFsB0Hobz8vR3KBiz6uVZCkqQQSvamXQCIdniOWJXEYdjqKFem6HD9bjsm4zjOlZ6VByGRsWAdQRAglutwTBrwyRm8EiEEUsaAdel9BUn1A4xImCR2hSAIIFYUjISqUyGuRObzGVJje8ckAIjeIXXHlUQYx2sPAZyKcJUQxwnNmGwBlmW/EF25CqFo1BBB7C2WZYH3lrs5uDGEaZr1LmhPYFxUcuBaR6pQY10eoijKLExCksg9nIF7Dx/DNm43vQwAgKXfwr2Hj5texg4gbf4jALikkGOyANaSGc5V4is9zOm9XYiJaYOtOBtwrY+pSaMdyiYMw9yiJAD4yu7OEauSOI7Aa4iqLIpQtM4Lk5ZlASWkyS2ld0DntjUEQYBYqkGYVHQSJtfg+z6gVTN7mxlDzHb0O0DCZAfxfR9shWOSqQZln5dI6JfnGoj1A0yn01Ku1XUWjsnV3VpcUsgxWQFRzi45Qc7VSnAcO1OUKwBAH1D3ObG3zOdzJCu+C4lGwmQRhBCZ4xHLJFaosS4PcRyDSTkahSpcy75w79FjxMM7TS8DABAfvIT7j8gxuQ7G2Isx3qv+rCRTw2IBqoorW0WiDTCakmBThJlprWxaZFofM4vOAmUzn88hCog0vjrEeErN6tdhjDU/43kNnByTi5mqFcV7p9RQuhbPDxDXEeWq6ghJT1iJaZoQJSUqXocZB7B39DtAwmQHCYIAbMVDidFQ5tJIkgRcljMfejfha0MSJksijCKINVEG5JishryOSS4riGP6HMom8NyVXdHXYfoAjkNd0sR+YpomAnV50TTUBnTALUAYhoBaf8d6RDOwchFFEdI8CQbkmNzI+ekpkpYIk8ngNs7OTpteRqtJ0zRzEZtRlGshkiTNte/fFqYPMZmbtd1vn7BsZ+WYB6b1YVKTYunMZjMkBUSa1DjA2WhSwYp2m7bvUriiweu4MGmaJqKszdE5iVRyEq/Ddr1aoo65oiMKw8rvs6vM53PEFYnzXNERhrv5jCFhsoP4vr8yXzpRNCrslMRsNis1qsBVhhhPSJgsgzCKwddEpzCZ5nlWQZTkd0xG5JgsnZRxQM72+o/VHjkmib1lPp/Dk5cX4ly5T/HpBVhE1GRrfCiTUNLhurR/zUoURUhzOCYhyRRluQbGGIIwqn226iq41kMQhPSZrSFJEiBjjCKDQsJkTpIkgag50pvpA8xImCyE4zgrmxaZ1qcmxQqYz+cI1GLCJDkmn0cI0foGKqHoCHZUNCgLy7LgydXEWPo0Y3gtju9DrEhNLBOhaEhiqqOuwjRNBEpF52RJAoe0k3t/EiY7SBAEiFd0S0QSOSbLYjabISlpviQApMYhTqk7rhTCKFzrmEwpyrUSkjhf57Qgx2Tp5C0UhQoJk8T+cjaeItaXx6kk+gHOx1T4yYvneeBa/eIMU3swHbf2++4qcRwjkXJEnika7YvWMBqNIIa3ml7Gc4jhEUajUdPLaC15HJOppFCSSk4cxwGM+mJcgYUwaVlWrffcFzx3dZoK1/vwXBImy2Y6ncFV8n9HmHFAjXPXiOMYaPF8SWDhmAyCbjvJJnMT4Yqkmm0JlD4mM3JMrsL1/Fock5Ak8Hb3CDTKbD6HV+C5nxljuJO1OxImO4jv+wilFcKkTDN6ymI6ncIv0AW3irR3iMsxCZNlEIXx2mHzCTkmKyEp4JhMUioElUneQpEv92Dt4OaGILJwOZ6CrZjzkBpDXFJKQW583wdT6hcmuWrAImEyM3EcI0UeYZL2Res4OTlB0G+XMBn0buH0lOJcV5EryhUyEnJM5sKyLLCK4spWwfQBCWgFiaIQYkXRmis6YormK52z8QRJgVljqT6Ea5MA/yxRFAE1uMG2gav6YtxBhxlN55XNHWb6EKOZWcm19wHPD8Br+o4ItN/B3BQX42IR3lnhxnAnI41JmOwgpuM+LRrJsY/b934XcrwQI1NFh0VRWKUwnk4LdcGtgrrjyiOOI/A1jskEKjkDKiBJ8s2YFLKKlDrUS8W2bfAcB4JUG2Ayp8MvsZ9MZzOkK4XJA0zonZsbz/OQ1NGRew2uGrBp/5qZKE7A8sx+UzRyjK3h0fEx5tpR08t4jrl+hEfHx00vo7WkaQqR1TUsK4jp9z8Xtm0jqTnWW8gqPacKIIQAFwKQpOV/QJLAdiAqc9e4nMyQrkjtWIusIGWMPo9nCIKg9Y5JoWiIom4Lk9O5WVnDCtMH5Jhcgx8E9TgmAYDexSu5nM7AjOqEyUgbwjTNyq5fFSRMdhDL9Z7OQFGSAHcefAJKsohvpcJOeZxdTsqNctUP4FB3XCnE8QbHpKQi6HhHWxXkFyYpOqtsbNtGomYvFDFtgMkOdl0RRBYs01zpmGT6ASyTfvfzEgQBYrkBYVIz4NKM9MwEUUTv4xK5++5jRIM7TS/jOaLBS7j77uOml9FakiTJ7JgUsoIwot//PCzmKFUzS2wdAjLNA81JGIab3Wbk9iqd2Wy2cg+6CaEalHL2DHEcg7dcmOSyhjjqduO7aZqVOiZNivJeSRgE9c1B12g83Cpm83mlaRKe0ifHJLEbOK6/8qFEwmR5XIwnSHvlCZOQZeqOK4kkjiHWbF6FosIPKbKsbNIkWSsIX2fR+dztDXzZ2LaNUM1eKGJ6H3OTolyJ/SQMV3ePctVASIeq3Pi+j0iqvzjEFToE5yGM1jdoXUfIlCSxjuOTU8TDdgmT8fA2jk8oynUVaZpmHi8gyDGZG8uy4Mv1OiYBAMZgJ+crNYllWcAmgWxH51a1Gcs0V6Z2bIL3Dney+FwVURS1XpgUioa043UNx7bBtKqEyQGZONYQhmF9Ua5qj85kK9jmuZ8FX9lN5zAJkx3E9byVDyWuGnA96r4qg+l0irRExyQAOhSURBLH4GucAkLR4NHLtHTSNMk9Y5JR13Op2LYNX84hTGpU4CH2k4WDW1kbXSYkconlxfP9ZhyTqkGH4ByEUZw9xhIAlxVyIa3BnM+Q9m40vYznSHs3MZ/RnNxVpGkKLmUrhQhJQRTTuyAPo5mJtKIC9Do4CZO5sW0b6YbY3VQbLARMojSiKIIoKBQk+m7OEauKKIrApRzx9E0gSYvI5A4ThtW59rhqIKJzwEriMARX6nFMUrPoagLfA89hEsgLM4a4GO/e3p+EyQ7ieh7Yii/DQpgkx2QZ2Fb53RDMOMB0unsPmrbBOFsb38QVDX5AjsmyYXnm+WDRoU6F0HIZz8x8Ua76AK7jVLgigmiG2WwGsSnVoH9AhZ+cWI5X3wyTZ+CKjohi5jITboi0vw6XFHJMrsB13cXv/Komh6aQJHBFh0fnuqUkSQKecU9Kjsn8TOZWZZF960hUEtDyYpomog1ng0jt08+1RBbNccVLsb46wIzmoD8ljuN8c7OJ2lnMskV1eyVJAhegdLkVLOqf9cg/TNFImFwC57za7wAWo2jG5JgkdgHf88G15cIkU3vw6QC7NUIIJEmaeXZJViL9gDahJbBpv8IVHZ5PL9OyEUC+F7Ek0eayZKamBbahK/pZhKIhiqjYT+wf8/kcqb6+eSjRD+mdmxPHXz0uoEqEoiGJqaEoK/GG5IjrcFkl9/AKzs7OkB60K8b1ivTgDk5PKc51GUmSZP4OCFlFRMJ8LuYVzhJbR6D0yDGZE9u24SvrzwY+/VxLZT6fA73iDeyuMsCE9qdPiaII6Q4Ik7zDZY3FLNtq43aFqiGK6CywjDpraqmi0wzcJTiOAxjV7otSY4j53Kz0HlVAwmQHCQNv9YxJrYeAHiJb43keoJdv0XaVIRVJt0QIAYH1L2ah6AjIeUHsIXMrZwc7dR8Se8p0OoWvrR8+H2j0zs3LYo55/Y7Jq2cVkY0ozhetzsgxuZLT01PY+lHTy1iKrR+RMLmCJEnA8jgmKco1F7ZtNyJM+kofJjn7cjGdmwg3CJOh0sd0B10YbSVLc9w6mH6A8x2M66uKKIqQtj3KFQAggTHW9CIawbZtoOp3gk5R3stgjEFkjK4vg0TWFkI08Rzz+Ry8wvmSAMD0IRzbrPQeVUDCZAdJ4hhiRUeRkFXqOC+B2WwGvikirgChNsT5aFL6dbtEHMfAhuHonOIHKqHIXIWuz2IoG8vKXyiStB51vRF7x2Q6hausFyYdZYAJxafnwgv8RqJcAUBAUBNFRpI0WXkWWAaXlM4W0zZx/9ExHONW08tYimPcwoPHJ00vo5VQlGu1eK4D1sCMyUTtYzInYTIPl9M50g1nA6YPcUnCZGnM53MEavHvR2oc4JKEyafEcYwkx7iYxlDVzjZ5OY6z8TmzLanWX7jSiOcIggCosWk0kmjG5DJM00RU8b5IKNpONtKRMNlB1uYaU8d5KUynU0RbdMGtIjUOcUbC5FZEUbTxxcwVnbp8SmZRLC6Sp05xrmXiOssLRXLs4/a934UcvyhAcqNP3YfE3nF6OUGyoWsxMQ5xejmuaUX7ge8HjUS5AgAUrbMFn7ykSb6Zz0ySKcp1BQ8eHyMetjPKNR7cxv1Hx00vo5XEcYw0szDZ3WJyUZIkyTXHtiyYPsB0B2PMmmQ23xy7m2oDzEjwLY35fA5XWf0zX3cuAwBm0Az0Z4miCMkuOCaV7kaNOo6DRCk/Ue5ZEpVqFstYCJP1nc0iSYNHTe0vMJ/PEWxIJygDIe/emY2EyY6RJMlGG7eg4sPWzGYz+BucGEVIjQOMyb2xFYsX83rHJOXTl0+aFpy5KiuLv0uUQhgsn/+mJAHuPPgElOTF7jamUSwKsX9cjCdIjfXJBqlxSCkFOQmCAKKJKFcA0Axyd2ckSVNAzn4MZBK9i1dxfn6OZHC76WUsJRnexsX5edPLaCVpmiLNGG0mZAVJQr//WWGMNdbozPQBZiYJaHlYzANdX7dgxhAz06xnQR3gfDxFvKaJfd25DFjUhGyKLH5KGMXgOyJMdrXO6jgOQqVacSxSDLiuW+k9dpEwDMG1+oRJrhqwXTqPXWc6m8Nb05BSGr3da1whYbJjZJp9qPcWf44ozOV4Am/D7KoipL1DmDTvaiuiKNoYM8cVHXFEjskyieMY0oYI3WVIitrZDXzZCCHAhFjtmF9BpPRImCT2jslkgnRD5HpqHGJKzUC5iMOwuShXSjvITJqm+WZMQiZhcgmccwS+D65V6wIoCtf68D2PkieWkCQJUmQrZHNZRZLSXjQrnudBMuqPcQUAppFjJi+2ZYFtSJBg+hC2ZdazoA5wOZluFIPXsYjroybqK8Kcc7ObYtHk0s13ieM4CKRqxbFANijKdQm+74PJ9Z3NhKrDdklPuM75ZLrxXVsGqX4Ac8caiUiY7Biu64Lr6+3DQuuTMLklZ6PpRidGEbjaQ+DTZ7MNYRiCyxsck7KKhCKbSiWO40KRTkKh+KyyCMOw0HyBgIRJYg+xLXPje5r1DmCZu9Vx2DRxHIEXaEIpA4phz06a5otyTaXuFtPWMZvNIPrl7/fLRPQPMaOmxheI4hgss2OSzgV5sG0bbEO9oSq4PoDrUmE6D2EYbG7aVQ2ENDOsNCazOdItC9QUMf1VooJ1hroRcncbrue2i1StOMpV6WFu0/P/Or7vI62xaZSrBhzSE15gMpsj3aIhJSuRNiBhkmg3ruuCqesPCqnWo06TLRlNJtV0Q0gSOBWHtmLxYt7QrUWzVksnjuOCUa506CoL27aBAkPnA7mHOcViEXuEEGIRy7fhmbQoIKTkNsoBY6zYs74EeIdn9+SFFXBMJuSYfIHz83NE/XbGuF4R9W/h7Oys6WW0jiiKIeRshWxBYwVyYds20iXzzOuAKzoialDJDGMMHNLmNBVJAoe0eMcTW2PN52DGlgXqHYzrq4owinM1WzUF77Bjcm7bYBWnS3Cth7lFdezrBEGAZIMxo0yYosPzqZHlOrO5uf1zPwOu3N+5dwMJkx3DcRzEG0SZhLK5t2Y+n1XimAQA9HbPmt0msr6YBQQVo0skSRKIAi4aQVGupeE4DtICwiTTBxjNzPIXRBAN4TgOkDVmzujTnigHTb42U1lbzJEmNrJwTOY4BsoKooiahK5zcnoKS7vZ9DLWYulHJEwuIU/0n5BVpAn9/mfFtm1ESkPxxpIELugMlxXLsoCshVJjSAkqJeF7LtiW4n2qD6km9IQoSTI3mjSJ6LDBwLScymPvmUqOyWUEQYCoRmFSqDp8EiZfwLHMehyT6gDjKQmTRItxXRehvF6YDGUSJrfFcxywAgJAFhKDIpm2wff9bC9mRSOnXonEcQxe4MBAMTXlYds24g2O+WUwrY+5RYUIYn+YzWbgG+ZLXsF7NGcyK0IICDRXDE5ljaJcM8JYPsekkGTE5JR5gfuPT+D3bjW9jLX4vSPce3TS9DJaRxhl35cKWSXHZA5s20YgNzh3VTXg+35z998hTNPMnPLEjeHOuTDaCOccTIjNLtUNBBp9HldEUbQTUa6sw3UN23XBtGojvpnWh0N17BfwPA+RVG+Uqx/QO/g6URhC1BCpmxoHuJzull5AwmTHcBwHwQZhMpBpntg2MMbABLbebK4i1IZUJN0C3/cRZnkxaz061JZIkiTgBeL9eIdnMZSNbdsbG1OWwfQBTIuiXIn9YTqdItSzFeIinZqBshLHMdDQfEkAiGWVhMmMcMaBHLFnQpKRJiTMXOfR8SniQbujXJPBbTw8JmHyOkGeQrYsg5Mwn5mZaSEs0AhXFsIY0liajMznc0QZnXuRRg69MnBdt9Bojet4OxjXVxVxkoLvQpSrJHe2ruG5LnjFMya5ZsAjYfIFbNcHV/PXgIrCVQMRJdg8R5qm4JJcmUbwLMwYYjzbrXcDCZMdY2JaGztVUq2PKWVzF8ayLKBXwXzJJzjKANMd64BoE7bng2foVBGqTpFwJRLHMbiUv5ORSQrNDCsJy7bhF+hgZ9qACjzEXjGZTOAq2aJUHGWAyWRS8Yr2gzAMAbW+jtzrxBI5JrPCGcsd5ZqSMPMCo8sLJIN2OybjwS2MLi+bXkbriOIYIke0GQWDZmdiWuAVO2PWwTRqss6KaZrwlWwimaeQEFYG8/kcvIRaUaQNd84VUxVxEudKgWgKJnW34ToMgsrFMa4aVL9bguV6meqfZcEVHVFE57FnsW07e2z6lrAdjPkmYbJjTOfWxjx7pvUxnZv1LGgPmc1mmSNRihDrBzgbU5G0KLbrgWconDJFJ8dkicRxDFbgwNDlyJOymcytQhHTXOvDc0mYJPaHs9EEgZbtPR1ohzgbjSte0X4QhmGjjslU0uDSezsTXPBcXbtCkpBQlOVzcM4RRhFEg2J8FoRqIIxCcM6bXkqrCMMoX5wxKZOZmWVohK6SWO1TQ11GRpMpfDXb2cBXhxiRELY1pmki0bYvUDNjiNGOzRGriiRJd2LGJJPkzsaCR2GQqQa3DVw1EIUkTF7H8ep1TEKSwDltmp7FNE2wGuZLAov5w669W2lnJEx2jJllgenrDwpMH2Bm7tYvcpuYzWaZI+KKkBqHuBhTlGtRsr6YmUIdV2USxzFYQcdkVzsLy2ZasFAklO52dxL7yflojDTjjEnWO8T5iJqBshBFUeVFh3VwRYMXUIduJnLOtxISOSavM51Ogf7NppeRjf4NiqS+RpTE4DkaKajElh3LdhoVJgPZIMdkRs5GE6RGxv2QcUD7oRJYuFS3/36k+gEmOxbXVxVpmgJy+0vbXRYmGRdAnqSOIkjyYlQB8RyO59YrTAIQEBDU0fWUPLHpWyMrSNPdOrO1/+lNlIptO5kck7SZL850OoUrV3cYY70DTGjGZGEc18v0Yo4VHZ7n1bCibhDHMZICsx9SSaUo15KYW5sd86sQkMCoKE3sCaNx9kJcYhziklIKMhFFEXiDHetC0eAH9L7IQu5SgSTv3CG3ai4uLhD1j5peRiai/i2cn583vYxWEUVxPodNhwvKeXFsu1BCR1kEcg+WTY7JLIwm08xJT6lxiNGEahDbMp3N4JYgTDJjCJOidQEAjDGIHZgxydDN94gQAqKm9h5OgtgL+H4AVrMwCUWj1LNnyBObXgZC2a0aKgmTHcNznI2OSa4P4FJsX2HOx1OEeraCZxFS/QAWbUIL42V0TMYSRbmWSRzHSAs4JhNJoU1NSTj25uf/SvQ+CfXE3mDOZ7kck+acnEZZiKIILMfMtrLhioaAZkxWgiBR5gXOzs5gabvhmLS0GyRMXiNJknwzySg9IjO+5zbqmGT6ABMaS5OJ+XyONLMweUDO6xK4mMxLifRj2oBGbTwhTVKIXXBMQulko28URfWNeiBB7AV8v+YoVwDQelQ7eobpbI5ArXFfZOzWnMn2P72JUonCAGLD4Fuu6IgowrIwF+NJ5g1+EYSqI453p/uhbXi+B6b2Nv65QNbhum4NK+oGURQhQf5OxkSiGZNl4brFo7WETk56Yn8IwxAi4wGNqwZC2hNlYiFMNumYVBFE9L7IQu5mclmmKNdrPDg+hd87anoZmfCNIzw4Pm16Ga0ijmOIPIXSHes+b5I0ZUCBufJlwbQ+ZhbtWbPg2lZmkYzpA7gO/Vy3ZTydIS1j7I+8SDIgdxjAWLobjklJ7mSDi+/7gLa5/lYKWo/MBdcIGxAmuWbQ5/AMF9M50ppmTAKLOZMkTBKthHMODmnzTBlJAocEzimfuwjj6SxzJEpRhKIhJFdAIULfA8+wMWJqD3ObhMmyCKIIXMlfsOaSiiCkQlAZRGG4sTFlFanaJ6Ge2AvCMMxXjAYgZCpIZyGKokLO+LLgMu2NqkJAWswHIp7y6OQMSf9W08vIRDK4hYcnZ00vo1WkSZzTMal1sqCcF8ZY4/M4mdbHnITJjXDOwQSyzxuWZDAuqEa0JXPTBDNKKlBrOu17sBAmd2HGpJBkJB2MxV80hNYzg57qpC+SxFHus++2cIWEyWeZzOaVawTPEmoDEibL5j/8h/+Av/t3/y7+4l/8i3jllVdwdHSEX/zFX3zhzyVJgl/5lV/Bj//4j+PP/tk/i/e///34wAc+gL/8l/8yfu7nfm6pbf7Ro0c4Ojpa+b9/+k//aR3/ibXgui6QNcZPpyJ0Ucz5LPPsqqKI3iHmFOdaiDjONlOGawZMh74DZeEHEXiBiD+hqPBJmNwaIcTCIZO1+HCNWO2RY7JCHjx4gM985jP4zGc+s1ObyF1kOp1C9G/k+juifwNTmu28kSiKkDQ8YzIkAbkaJAmcHJPPMbq8RDI4anoZmUgGtzC6vGx6Ga0iiZNc+1KhUIJHFjzPy15vqAim9eE4FHG5Cdu2ASPnzCtjQD/bLbEtq7QZrMI4oHMDAJbuxoxJISuIOtjgEgQBeMHm6Lxw1UBASTfPwbeoARUlUWgs1rPMTbOUCO+sePJuCZPNVQ9y8FM/9VM4Pj7GnTt38J73vAfHx8dL/9y7776Lj3zkIzg4OMB3fud34q/+1b8K27bxsY99DH//7/99/Pqv/zr+/b//95CWfCn/1J/6U/ie7/meF/7/b//2by/9v6cp5vM5eMbuLP4kk/jGjXzFO6Ieq3yiL2Y8vO9976v0PvuIECLTi5mrPdjOuIYVdYMgiiCKOCZlFQEVmrcmiiIItXinXCj3qBBRIf/ff/b/w0X/fZDdKX7kL/0/8P/6f/5w00vaW2azGeKcEVqxcYjpdIpXX321olXtB3EcI2nwaCEUDTG9LzKR19EkJAmMXDJPEULA9z3wBufo5YGrPfieCyHE0nNwF0mSbI2KV3ByzmfCcRyIhoVJrvXhU4P1RmazGVjGedtXsCf7oZs3d2O+bhsJAh88w1iZLKT6AJZldb4mxFiazwHfEEJSEMfdFCZZTY49JmskTD4D57yRFINYNmjG5DPYlon0A/UJk5E2wGi6O0amnRAm/8W/+Bf4+q//enzoQx/CT//0T+Mf/+N/vPTPHRwc4J//83+OH/mRH8Fw+NUP/ad+6qfwvd/7vfj4xz+OX/mVX8EP/MAPvPB3v/VbvxX/4B/8g6r+E1qBaZpItGxfhkRbCJMf+tCHKl7VfpEkCbikVN6R4qsDGj5fgCRJMnfTMbUHh16mpRGEEYScP75AKBqCkD6HbXEcB9iigOorBmwSJisjCAI8/FN/BcPR25hS/FilTCYTeGq+g4GnDskxmYEgDBt1THJFQ0SOpmqQZJpj9QwL8aUcx0stSBLEkzScw8NqU112Bc55rug/LpNjMguO4yBVGxYmVQNhQE6NTUynU4QZa0NXRPoQs9kMX//1X1/RqvYbzjl4xibpLITqbrliqoJzDiHtQBhgR+d1h2GIRK7HMZkqJEw+i+/7kOqa7/kMkUyOyWeJw6i2OGNgMWPycrI7esEOPL2Bv/gX/2ImgezVV1/F3/7bf/s5URIAhsMhfuInfgIA8MlPfrKSNe4CpmnCz3hQCNQ+bXIKYJom0K/+wO+oQ4wnVCTNi+/7gJ7txcw1Ax5125ZGGBXLtheyijCiQtC2OI4DtkUHO9f6mMytEldEPMtVkYJrfZgWCcBVMp5M8wuTyhBjEiY34gUhRIHI7rIQsoo4orkyVbCYMdm9YtoqLi4ukPaPml5GLtL+ES4uLppeRmvIq7MzWSPHZAZc10VccXLQRiRpsa8i1jKZTOAo+ZpGHWWIyWRS0Yr2n8VopfKaWnyZanYAFlHzOyBMCkidFCaDIEBS0/kgkWnu6rN4ngeh1/9OjmQDFjW1A1jM3uY1p5UwfYjJDo1+2wnHZBlo2uJBqCjL3VIXFxf42Z/9Wdi2jZdffhnf8R3fga/7uq/LdY+2PwDH4wk8OVth2pP7GI3Hrf9vahsXFxdItOo7qJlxiMdnF/T55GQ6nWaOTuFqD57r0s+4JPwgBC/gpOGKCs/36XPYkul0ikQp3i3HtD4m8xF9DhUQx/FTJzfT+phbFv2cK+Tx+SVSI18EWdo7xOOzS/pcNuC4fqHI7rIQiookTuhz2sBi5nDOor0kIU1S+tk+4eTkBK6+W+MuXP0Gjo+P8cEPfrDppbQCkTPcLJUUuHQu2MhsNkMo1+/OuI6QFNi2DV2vz6Gwazw6u0Ck52uoDvVDPD49p+9BQcbjMXiJwmSkDXA+oppd1lE9jSPJiOOoc5+X4ziIpXrOB5Gkwrbtzv2MVzGfz8GU+oVJrhmYzKimATwxL9WcssKMIczLeaM//14v+16wM8Lk//l//p8AgL/0l/7S0n//27/92/jt3/7tp/8sSRJ+6Id+CD/90z/9ggNzFWdnZ2At7oB55+FjpMatTH82MQ5w7+HjlfM8ieW88847uZ0YRUiNAxyf3afPJycPHz5EknHwNlcNBL5HP+OSsG0b4lYBx6SiwZ7b9DlsyaNHjxBIxYszTOvjcjyhz6ECLMsCe+IuYFof5nxOP+cKOT49Q3rrA7n+Tmoc4vHJW/S5bGAym4HLLzd2fyEpSJKYPqcNMMbyz5uRZARBQD/bJ7zx9l3Y2m4Jk452E2++fZeESTyJU+T5vgUJFJyfn9N3YAOPj48RyA07JgEwrYe7d+/SLMQ1vPv4GGnvT+b6O2nvEA8ev03fg4Lcv38f0RaNotdh+gCPTk46/3nsygxsIcswre7VNc4vLhBL9TgmY0nDxcVF537Gq3j48CHiLWpARWFqD+eXx/Q5YKETJSXNFc4K0wawLbOxn7+iKLki3zshTP78z/88fuM3fgPf+Z3fie/+7u9+7t8NBgP85E/+JL7ne74HX/d1XwchBL74xS/in/yTf4L/+B//I4IgwC/8wi9kus+rr75axfJLwwsjpEa2rrjUOIQXXtDhNSdf/spX4Gv55+jlJTUO4Y8D+nxyMh6PkWZ1tEoSIMn0My4NCbyAk4bLGiBJ9DlsyZtvvolwi5k/TOsjSWL6HCqAMfY0ApzrfcQhPdurxPd9pO/N5xBIjQMEgU+fywZUTYNocMYkJAkSvS82kqYppByz9a7QDYN+tk+YOz7SfrvPfddJ+keYuWf0GWKRciRr+Qp1TNFweHhIP78NcMhgW8w0Lw1jgBs3btDntQbPK7IfugHXov1QUU5PTxGX6JxJtQGiNO385yEX2NM0g4xev9+5z0s3euBKUsu9uKJB63XvZ7yKi4sLpBlHWZUJVw0wIehzwMK1mvbqne8uFBWc8535+e+9MPmxj30MP/mTP4kPfvCD+Nf/+l+/8O9ffvll/KN/9I+e+/++67u+C9/2bd+G7/qu78Lrr7+OL3zhC/jTf/pPb7xXHqtqE8xNM/PmMzUOML8wW//f1DbGMwuxXr0wyYwhXNuizycnURQhzNOlqKiQZZligEogSeJCs8eEoiFNEvpd3xLXD7bq1OJaH4Hn0+dQAUEQIH7SMCFkFSlj9HOuEM91wHIWhZgxhOfY9LlsIElZo1GuCyT6nDaQJAmknLOYxBPRl362C0aTCZKXv7npZeQi6d/EePwl+gyxiFCHmm9vn2BR5KGf33psLwDTjppeBpjWRxzH9HmtwTLnSL8mpzDZO4RtzunnWpAgCODL5QmTTB/AmTn0eewIQpIhof1147IJ4wQiY2rZtghFQxRT7eiKOI4RNZBiwLUefCugzwGL536g1N+wJWQFiqI8HWvYZnaltaQQv/7rv46PfOQjeOWVV/D666/jve99b+a/OxgM8MM//MMAgD/4gz+oaom1YptzsF420YwZh7DM3RmW2hYuJhMwo3phUsgqkjTJPyOo49i2ky9eSO8vhtQTWxPHMbhSRJhUEcdRBSvqFjPLAd+ig52rBsIwKHFFxBWWZT23WV3EUdbTVdo1OOdgXAA5RRlIMlLOwXckKqop4jgq1IBSJrQr2kyxvaMEQb//T5lPJ0j7uxXlmvZvYjYdN72MVhBFEZBzT5rKKoKQ9qObsBwHXGu+EBkpPTrDrUEIgSROIHJ+D4SiIYoiqkEUZDSdIynRUcz0IVzHLu16RMXIMlLWvb2UH4SFkrOKwGUNfkBzDa9wPQ9hQ1GuvufVft82Mp3N4TUgTMI4gGVZ9d+3AHsrTH784x/Hj/7oj+LOnTt4/fXX8bVf+7W5r3Hnzh0Ai9ivXefp5jNjxJZQVCQJCV95mU5nmeNyt0VoBoKAhII8TC0rV7wQ1/twHKfCFXWHJI5zH36BxeYyieMKVtQtTNsB2ybbXpJyz2MisjE3TfjyM59Nb7gzm8hdw3EcwCjWqS4ZQypybiCKYvAmo1wBQJJaPe+9DQghFnH1ef9eBWvZRRhjC3dw07/rOVk0NTL6fmDRLJf38xOyCp+EyY04jgPWAmEylHV6Z6/B8zwIraCLRuvBo4JzISZzE6k+LO16V0Jx19mVmqWQJCRp2vQyascPw1odk/Su/ioza8saUEG41kPg03sCAEazOViJz/2sMH2wMzWlvRQmP/7xj+O1117DrVu38Prrr+cauvksn/3sZwEAH/rQh8pcXiN4ngeh59t8CtXYC1G2Tsz5HGkNjkkA4L1DzGazWu61L8xMJ5cwmao9EiZLIk3yF4GAxeaShMntsV1365k/QpKQdvAwVTVno+lzDS2pcQDTNJtb0B4zm80Kpxow44DeuRuI4rj5KFdFW8Q0EqWzK4W/qpnNZsCOuSWf0j/EfE6JOFEU5U7x4Aq5MLLgeS74FjPNyyKUe7BscpKtYjKZgA9uFvq7vH8T0+m05BV1g6lp5R4nsBZJAhegRA/kb7ZqAgG5k+kTQZj/nVuUxbuazBtXzO3tUrOKImSVzmNPGE+bESYjbbAzNaW9EyZ/4zd+A6+99hqOjo7w+uuv48Mf/vDaP//FL35x6UH7V3/1V/FLv/RLODo6wl/5K3+lquXWxmQyAe/lO0Tz/g1MJpOKVrSfRFEIkXNmSVFi7YAOBTkxbTtXvFCkkDBZFrygQ2Nx4KJi6La4ZURr6X3qkK6Ay8n0uYaWUB2SAFYR8/m88BzoSBtSQX8DSQEXUukoKrkHNiCEyD1jEpJElsknjEYjxDnPVG0h7t3EaDRqehmNE0URuKzk+jsLFwYJk5sIPL8Vjkmu9TGz6Ay3islkglAvlvIUGocYjykWugi2bYNpJQqTAJ3PsEPbk47WNcIoAq9p1AO5iJ/Hsu1m3skd/V1fxrzshpSMBHJ/Z4TJncig+Xf/7t/hU5/6FADgjTfeAAD8wi/8Aj7xiU8AAP78n//zeO2113D37l38rb/1txBFEb79278dv/zLv/zCtT70oQ/hb/7Nv/n0n//hP/yHePjwIb7t274Nr776Khhj+OM//mN86lOfgmEY+Jf/8l/i5s1i3WRtYjKZIDTyHaJDfbHp/Jqv+ZqKVrVfRFFUa0HOVwdUJM2JZdtgr2R/KfhyDzZ125bCNtsS2tJsj+97WwuTQlvM69mHd2KbmM1mSN/7vz79Z1cZUNNJRcxmM7gFZzx46oAE4w0kSfaRAZWhaDSjdQNFnI8CErjoXpf/MkajERxtN4VJVzvE5eUlvvmbv7nppTRKFEVIcxZJhaIhIGFyI4wxIKfoW8k61B7mNu2lVjEej2ErxRq1HGVIzesFcR0b7IPlupeE3odt2zg8rGecELEFktRJd2sURRAHNc2YJGHyORzHAz9qqFnoyWdhGAVjw/cE27aQvlK/Y9JX+pibuxHluhPC5Kc+9Sn80i/90nP/36c//Wl8+tOffvrPr732Gi4vL58+hP7zf/7PS6/1F/7CX3hOmPzhH/5h/Oqv/io++9nPYjqdgnOO973vfXjttdfwd/7O38E3fdM3VfBfVD+XoxGsnJtPWz3EiLrhMjOfz2uNdvLUIUYTOnDlwbVtsPdnFyYjtY/p3KxuQR1BCIFtGqao2Wp74jAE33K2Q6r2aV5PBVjmHOxrvvp+jvQDnI2o4FMFo8kUgbr8YCDHPo4efxbmh/438CVdjb46xCW9c9eSJknjUa5CVkiYrAIJkIqkHuwhJ+eX8LTdLAC72g2cnF82vYzGCcMQLKcwyRUNAc2tWgvnHG0puTOtB4tSb1ZyfD5ClLNp/YrQuIHjC3qOFCGqYNZeqg0o4WlHEOimMBnHMURNUa4UIfo8ruuAvdxQvLq+qB11XZgMPLeROF2mDzCambXftwg7IUz+zM/8DH7mZ35m45/7ju/4jtxW1ddeew2vvfZawZXtDo/PL3JvPkPjBh6fXVS0ov1jOp0iqTE7OjUOqXidkzAMwNXsL0amDzDekYd5m0nTdLvuaVlGkiTQtHo2tPtI4SjdZ0hUgw6+JSOEQBInzx3W0t4hzi5PGlzV/nIxmYGt2AspSYA7Dz4B533fslSYZPoBLifkmFxHmiYQDTtlqCBBVM3j8wsk/fc1vYxCpP2bOD6ns10URUikfGUQLmsIAxIm1+H7PqC1owDJtT6cMTXTreL08hJJb/3Io1UkvRs4PX+35BXtP0KIUs5j14mUbic87dT8a0narfWWRBxF4DUlqnCaNf8cge+Bq804JvmTtK07d+40cv82IIQA47z0534WmD7AZP649vsWYe9mTBLLOT0fIe3ni99L+zdxSt1wmZnP5/C1OoXJA1xSjEpmihwGmDbAdEfs720mDENgm9mrqk6RHFuQJAmEtL1YEMoGOSZLxnEcCON5ESzt3cQlpRVUwng2Q1qwgSg1hhhPSZhcB0vTUp4128BlZdEMQxAVcXk5RtrbzUjzpHcDlzRjspAwKRQNEUW5rsXzPIgWzJcEAK4Z8P1uz91bx3g8QVpwVm7au4ER1SByEwRBJcJ90HFhcuFA3JFEB0laiBQdI6nTMaloSGKqG12RpmljaTap2ut87SgMQ4ht6qBbkOrDnYlyJWGyI4zHIyQ5D9FJ7yZGIyqOZmU8ncKR6xtqmxqHmM1oxmRWPM8Dch6WmT6AZe3Gw7zNhGEIbLMZVfTFNYhCeJ4H6NsXikJJX1yLKI3JZAJ2LQI87R3CnFFkaBWYpgVmFJupxPThzgyQbwoBNNIR+ixcUqhTmqiU+ax4Qb9p0t4NzOn9gjAMEed1TNLcqo24bjNxZctgag+h7ze9jNZimXOkBfdDqXEIe06NWnmxbRuignStUOlj1uHRM0IIQN4NYVJAhuigMJkmcW0z6IWsIqFzAIBnjBkNESu9zqdtWZYFFHzXbgvTB3B2pJZNwmRHsK38xThmHMC2zGoWtIecXU6QGvXNnGH6EK69Gw+aNrA4DOQTjpk+gNPhDsSyiKIIXC0uTAoqBm1FWR3sqdqD6XS7661sxuMxgmuzyoSsIknTTs4gqRrHMsFyvgeuYPoQDr1z19KGdCouqzRjkqgMIQTiFsxSLYp4EnHWxSi5Z/HCCDxnw5ygeLiNeJ6HVGlHlCtkBYyxplfRSjjnSBkvPmZDVpAwTvvUnNi2DVZBpCLT+piY3a1XLN5nuyFMQpIaFYqaQlQQYbySjsblLiMIAiDHGKvS709pW7AsC2nB2sO2cK0P39uNnz8Jkx0gCIJFpnfel4EkgUsKOZUycjmZIu3VJ0xClpEyRi/ejNi2jVTL91Lgag9hQN222xKGIbhcXJjkikbPoS3wPK+UgzBXDZj2bmxudoXziwvY6pL3Ru+Q3HkVkKZp4Y5doZDgtZnm9yOMHJNEhSw6n+sb21AFwhh0OvYPADw/yB0rxykebiOu6yJuizAJgEPQOXkJ8/kc6G/p4Ogd0D41J67rIq5EmOxh3uFnOm9ofltRuijoi5qF47rv11aWjYypk1DpYb4jjr2qsCwLkdpQkoQkgYnd2AeRMNkBLi8vwQe3Cv1dPryFi4uLkle0n0ynU6R6zTZtfdB5e3xWLMtClDdeaIce5m0mivJ3pj8Lk0mY3AbP85CUUChiWg8WOSZL5cHxGaL+0Qv/f9w/wvn5ef0L2mOiKNo6RkjIKrm3VyCEaEUhgEsKCchEZYzHuztf8oq0dxPjjs8x9gs4JiErYDS/di2e5yGQm5mltBTVoPPDEsbjce4RP9dZjPyhebV5cBwHkVKFMDmAZXe3HlSrG29bOujmW5wP6v1vrvt+bcW2bbAG49WZ1sdkTsKkLzc4e1vdjZFYJEx2gIuLC/gFN5++cUTCZEZsywTr1StMst4hZjOa8ZCF+XwOt8gMUL1Pc/W2JAxDpFs4JlOKct0Kz/NK6WDnag/OjsRB7ArHZ+dIljQOOfoNeveWjGVZwLbvaGPYeafRKtI0BeTmjxUpCZMbkSQpf9GGajwAruK3m5kVUxaBdkjCZBBCFNiXcvoerMV2HERyexyT0Pudj5Fbxmg0gqdtl/Lk0XMkN7bjwK/g+8G1HtwON6rvnNC3Y8vdljRNAalgbHRRJHlx347jOA6Sptx6WAiTM6vb5+aZaSFQmvsMhDFc1EBaTvMVBKJyTs7OYKo3Cv1dS7uBU3JtbEQIgSROahvqfEWkDTGdTmu9565yOZkh0vLHbwnjYBF5QxQmiiKkUvHvRiqpO9Hp01Y8z0Mobd/BzjUDnksifZlMRpdIljgmXe0mHp3Su7dMypjxkOqDndjcN8FCmGx+7l4qySRMbkCSpNwDQSWIxd/rOOPJBLa628Kkow4xnkyaXkaj+EFQKMmDXBjrmdkOeAkzzcuCqTTfahnnlyM4Wz7HHPUA5xeXJa2oG0xNC2kFIgHT+vA6/3u+G/sTgQKNYTtOHMeAWrxBvRAqzYQGFsJk0GCzENMGsDouTI5mc7CGZkwCi89gF5qqSZjsAA+OzxD3i0W5Rv1beHB8WvKK9g/f9yG0+h/6rkrCZFYupzOwAnOBYm1IMzS2JAxDJFLxDWlC8YlbYdlOKY5Jpvbg+zRztSwYY4iTdOmcq2RwC+8enzSwqv3FsizEWxaEYrVPwuQKkiQBlOLC5Id/85/haz/5rwAAH/rUzxW+TgpyTFaCIGESAI4vRkiMGufJV0BsHOL4vNsRjGEUgSsFGrYkGYyx8he0J1i2W8pM87JI1R4Jk0t4dHaxfZRr/yYenVOyRx5mpg1eQayiUDTEUXcbeBdRrk2vIiMdjHKN4xjYYqRPIRQSJoHF2TdoMEaU633YHXZzA8BsboFpzQmTkdrbidoFCZMd4Pj0bGlUXBaSwS08PjkreUX7x2w2g+gXc6VuQ6gd4HzU7a7nrExm80IzQAO1T47JLQnDEPEWTpoYGoIgKHFF3WLuuGBqGVGuBkKfHJNlcXl5CTFc/m6Oh3dwekJNQWWyOJxtVxAKSJhcSZIkgFxzVNMSGEW5bqSIYxLYnbpflZyPxkh79e/3yyTt3cD5qNsRjGEYLm0K2siOzOppCtv1WuWYTBSdGuqWcH45QtrfTphMezdwftHt50heTNsBq+L7IUngYgcjTUuCc45d2qF07XOKoqj2VDmhaPSuBjAxbaQNz5j03W4Lk6ZtN+qYDOQ+OSaJdjAdXSIp6JhM+keYjrvdVZuF2WyGqIDotS2pcYjzMTkms2DO54Uck648wJSEya3wgmC7GZOyBj+gzWVRLMcFL6ODXVbAGN/+OgQA4OTkBH7/9tJ/x/UBPM97ctgmymBmmvCV7b4HvtzHbG6Ws6A9I0nqj7NfhpBVhNQlvZaizkepBTNEm2Y6mSLZA2Fy0vEo1ygMC0W5QqVi5zpc1wMvoRGuLCLZgOdRQ911ZpNxKY7J6YSEyTw4rludcE/RlTtC9xyTURRB1BzlKsgxCWAx35A1KEwKRUPS8c/BaVqYVHqYm+1vqqYT5p4TBAGYrAJFiwmyAiYp5FbawHQ6hafU/8BJjYPOz4nJiuc6hV4KqTHEBYm/W2G7PvgWUaJc1WFTYaEwjuuBlxQ1zSE6d6CqikfHJ5hrR6v/wOBm54vHZTKeWVsfDJg+wJiEyaW0xTEpZAVhRI7JjeR9jlOUKwDAtsxCTW5tItUP4Fhm08tolDiKINT8Ua5CIcfkOnzf2yrKtaxI7ysCSSdh8hpCiIVjuMDv/3PXUQ2EYUBnghx4rludSKB1N7Z4EeW6I/sTCYUSK3aZKIrAt2hQLwKnMUAAgKlpNiqKAQCH1OkI/MBzK4nwzgrTBxjNzMbunxUSJvec09NTsIOXtroGO3gJp6cUKbeOi/EEnlp/oSLtHWI+m9V+311DCLF4IUr5H3lMH2I8JcfkNrh+AL5FpxxXdLg+FYKK4vl+eR3sskoxiSXx9oNHiIZ3Vv77YHAbx8fHNa5ov1l0jW4pTGp9zMz2x6E0QZIk4K0QJlVEHe/O3cRCYMxXGJMgdigorRoYY2BcFNpLZqFsUWYlsoyUi04XiuI4KuSY5IpOxc41BGXuN0uAqwbmdjfFmlU4jgMY6/dCcuzj9r3fhRxviMHV+50Vw4oQ+F45CTZL4Fp3P4uFOL4rOxQp5+5r94miaGGUqREua/SuBmBbNpjecDOdMejsswkAGOeNNk4wfYDpDjRVkzC555ycnMA2isW4XmEbRyRMbuDsspmZM1ztIaCZbxvxPA+iYHRKahxgMiXxdxtc3wdXinfmclWH69GMmKL4ZRaK9B7N6ymJh48eIT54eeW/n+m38eDhoxpXtN8sZjxs17HItAHMHZjT0ARpmkJIbRAmFUQxNU+so/CMyV1xJFSEZVlAr/6xDZVgDHdi5kxVcM6LNSvKKjkm15DEUbHZnRXB1B5Mp7sF0WWMRiOwDfMllSTAnQefgJKsT8xi/SOMRjTyJytpmkIo1Qg0qWp0uvi/K3RNlASaESZTckwCAFyn2RhRABD6oLP7zShqfk/EtAFMi6JciYa59/BxCcLkbdx7+LikFe0nl5MpUuOw/htLErikkINpA5PJBLxfTDhOjUOYcxImt8H3g62EMa7o8ClOujBhUJ4wKVSa11MGjDE4jg1mrC5yhwev4I13HtS4qv3GdZytHZNc78Pp6OFqE+1xTCqIaE+0FrnIeAchIMndFiZnsxnSNc/sXSLtHWI67e6YgqJJekymGZPr4AKtilTkqgGbhMnnGI/H8LVymql94wbGY5ozmQUhBHiFEZ6xQuezXaFr8cdxHCOV6hUmmUTCJADEUdy4MJZog0VjXwexbXtjQkHVMH2wSEpoOSRM7jn3Hj5GvCYqLgvx8A7eeZdcG+uYT6dIew0IkwAwOMSM4lzXMpvNEGnFiklC1Wl49pYEQbjVpkioJExuQxxFWzlWn4WpBjkmS+Dy8hJiuL5pKDp4GY8e0bu3LDzX2XrGA9P68D0qci4jSRKwVjgmVXpnb6CY81FArijCdFeYTqcIC+4l20akH3T27CBE8VnZCQmTK2GMtS7wmWs9uCTWPMf5xSVsrZyaha0e4PzispRr7TtxHAMVCgSR3HHHZIsaItazK+ssjyiKkNTsmIxJmARjDLzpRQAIlV5nHZNOCU3R27IrtYtunzA7wNnpCeLhdjMm4+FLODs9KWlF+4nX4FDbRO9213MWptMp3C1mgApFQ0DCWGGCcHvHZEg//8JwLko7sKUKCZNl8PDhQ7j99e9mrg/g+T7SNK1pVftNkiRbR2gJRSPRawVJkoC3QJjkkoI4oe/MZnIKM0J0Psp1NpvBUZotMJSFIw86e3aI4xgoOPc8oXi4lXieB+jVzM8rClcNEiav8ejsAnFvfZRrVuLeER6dXZRyrX2n6u9HIJNjcmfomGMyDEPEUr2uvViiGZOu6wJGM/XpZ/HkPkzTbHoZjeA4DhK14c9AVpCm7Z8pT8LkHhNFEaKUQajbOWWEqiNKWOcf7qtI0xQcUmOdWr427GzXc1YuxhMEW3S5iz6Jv9sQBQH4Fl2iXNWpQ70gQohS51nEsk7CZAm8cfcdzPqvbPxz/PAlHB8f17Ci/YZzXtr3QKB7MUxZaItjEjLF21eBBFEsAnaPOL0cI9YbSkcpmUg/wNlo0vQyGiGKIqDg2TiWqFFxFb7vQ2glzTMvCaYaCGnP+hyn55dI+kelXCvp38TpOQmTWfA8D0KtTpjkqoG53X5XTBXs1J68g/1dnh8grVmYTGUVXsef/ZZlgevFjRllEWsDjGdm08toBNu2ESrN74uEJIGxdouT3T5h7jknJydgBy+Xci12+BJOT09Luda+MZ/PgaZiXAE4yhCjcTeLC1k5vZxsNQM0JlfqViyiRLdzTMYRCZNFCMOwsDNgGZGskTBZAl9+6x1EN9678c/N+6/g3r17NaxovwmCACirYKoaVJheQluESUHCZDWQYxLnownS3n5EuabGIc47KkwGQVBYmExlDX5A+9Fl+H5588zLgqsGwpDe188ynYyR9sqZMZn2bmIyoRmTWfA8D2mF3w+mGrC6HOW6Q+ySjloGjh+Ab2mUyQtXdDh+t5/9lmUhaThGFFjMOOyyMOnLLUiS0PutnzNJwuQe8+jRI1i926Vcy+rdoVlXK5hOp0i2EL22JTEOcTqiQ8E6RpMJUqN4MclVyZW6DYwzYBunhay0vsunrSwEmfI2RJFEjsltEULg8vwM8WDz/Gd7+B588a13aljVfuO6LlBW3Lre7/YcnxWkaQrWghmEC2GSolzLh4TJyWy2VZNbm0h7Bxh3tOEuDMPCc7ep2Lka3/eRtsAZ8Bx0fngOIQSCwAcv6VzAtR4COhNkwvM8JBV+P7jag+VQlGv76d4+yvMDiArnqy5DKBo8v9tNRKZpImjB+AFmDDGZz5teRiNM5lbzUa4AhD4gYZJojrfuvwt7wwyrrNi9O3jr3rulXGvfmE6nCLTmbPJp7wYuOtr1nBVzNkO6havVU4e4IPG3MGV0Bnatu7AsfN+HKLFDl6sGLJeKENswmUzAe4eZxProxntx9x1yTG6L53lgJRXimNojYXIJaZoiRRsckyqSlByTm8hdGhPovDBpzedbNbm1CWYcwjK7WSgKwxCsYJGUKxpcEmKW4vs+Erne4nMWOB0gnuJ5HkSJzYoAIDTaE2XB933EcnWuMa7RPNVdodwhK+3HC4LCzUBF4aoOr+PpNrP5HJ7SvCjG9CGsjs6YnJoWuN78Z5CoPdi23fQy1kLC5B5z9/67iEuKco0PX8Hb9x+Ucq19YzSewFYaFCaNQ0w62vWcFd/3wLeY65D2buL4YlTiirpDmqYQJRQzdyEbvY34vg9W4mGAKzoslw6+2/DOO+/AOdgc4wosnu+WZVE05Za4rotUKacYl6oGPCr+vEAcx0hbEuWapuSY3Ey+9zLNmASiMICoubhWFVzREXW0aBeGIVhBgUAoeuddGKvwPK9S4aUwFO/9lMvLS7DBrVKvyQZHGI3ojLwJz/MQShUKk7Q3JVqKHwTgNTsmuaLD63i6wcVkhrQFMyZTfQjHtppeRiPMLQusrMSmLYhUinIlGkIIgcuL80xRcVmIB3dweXFeyrX2jZPLUWmzGorAjCEcy2zs/m0nCJ7ER2whjqX9G7i4pENXEUqLEtVorlsRgiBAWqYwqVJH7rZ8/stvYDrIJkxCkpDefA/efZcSC7bBdV3EJUVoxbJB7oAlRHEC0QZhUlKQUhF6M3m3RIJDlrvrmEySBFySt9pLtgpJApfkTor4QRAgldVCf5erOnzaiy7F9/1KhZfCaD0aQfCE0WgEXy83jtrXb5AwmQHbdZFU2NjCVIrVJdqJ5we1zx+mdzUwns6R6s1HuUJWkKbdNBfYjgvWgjmfgWyQMEk0w3w+B9cH2811exZZBtcHmHc0H3od55djJA0Kk5BkMC7ITbaCyWQCMTja6hpJ7wamE4rLLYLv+0AZA89VgwoLBVhEa5UtTNLnsA1feuMthEcfyPznJ/334o0336pwRfuP7/sIS4qYC2Was7qMME4g5BYIk7KClKJcN5JXXpMAyC2YIdoUpmkCvf2IcX2KMVz8d3WMKIoQF3wfcEVHEJJjchmW6yGtuficBUHnh6ecX1zCVssVJm31AOcXl6Vecx+x3O3SmzYhVB1R2G0hhmgnge83IEzSc382N8FaMn5AKCqiKGp6GbXjOU5po2S2IZJ7MCnKlWiCBw8ewD94T6nXDA5ewYMHFOd6nel0itQod5Ofm/5BJ4sLWRiNRgi27A4VqoEoCiFoTklugiAAK2EzShvMYvi+j6jEmT9c1eHR51CYJEkwn89zuezdG6/ij778RoWr2n9cz0MolXMojmQdLsUZv0AUxxAFXUhlImQVrIMusMoRotOOSdM092a+5BWp0c2zQxiGiFHQMaloCEmYXIrterXPEcsCo4jLpzw8PUfcu1nqNePeER6eUqrWJmzXBy+jUXcFQlY76YAn2k8QBJX+7i+DqwbCoNv1CsuatyLKFUBnG+GCwAdvgTDJtB6mJgmTRAPcvf8AU+OlUq85MV7CXZoz+QKObYEZzT70U+MGpjRncimj0QiOun0xSWg9OtgWwPO8UoRJppBLqQhlR2txlSJ1t+HBgwdIb743VxxgdON9eHD/PjVGbMHcdkvr1mVqD/OWx6E0QdQixyQJkxXQcWFyPp8jUpuPYyqTSBtiNps1vYza8XwfScGGLaHoiEiYXIpTsSOsKEzRad/6hNOLSyT9o1KvmfRv4vScHJObcD0frKSRAqugcwLRRqIwAK/4d/86izna3X5XB54H3oL5hsBizmQXhUnGONCCtBmuDzC3SJgkGuDLb7+D6LBcx2R0+B586a13Sr3mrsMYA+Oi8QdOoB1gQlGjSzk+HyE0tu8OZf0jmqFRgCAISokSTUiYLITl+qV2sHNFR0ifQ2G+8KUvYzR4f66/IxQNqTag588W2I4LrpVzKOaqAduhJpXrLByTzQuTkCRwKs5VgOh0lOt8Poer7Jcw6SrdHNHheEHhfRFXNBImV+D61TrCipKSMPmU6XiEtF+uYzLt3cRkQvvTTXg1xFkKyDTah2gdnPHyxotlRVbAeHe/C5xzMCFaMxc91Iad22+maQrRkp8/03qw7HY3VXf3hLnnHD96jOjg5VKvGR28guNHj0q95q7TlpkztjLE5Xjc9DJaycnFZSkzQEPjkMTfAvi+X3iWz7PEMhUWimC7XqkHYa7qiCMqyhXlM5//Y7hHH8z99+aHH8BXvvKVClbUDcr8HnDNgEVRri+wcEw2H+UKACBdsnQkwSHXXVhqEePpHjom1QHGc7PpZdSO6wcQBQU0oWhI4u7NScqC5wW1zxHLQkRzoQEs3HSLSMVyPyOu9RD4Prn1NhD4NcRZ6pRqQ7QLIQR4Q5vyLjcp2rYNGO3ZszryoHMJHa7rAno7HKtM68NpedpTd0+Ye4zruoghFT50rUKoOmJIiy8ZAQCYTCaliF7bkvRu4OSCuhWXMRqV0x1qKQe4vKSfcV6CVpmglAABAABJREFUIEBUQpRoJGlUWChA6R3skgzOu7vR3wbGGE5PjhEf5m8amh9+AJ/+/JcqWFU3WHSqlxMxx1WD5qwuIU5a4pgEIEiZ3Ej+Hl4BuSWdv01wOZ01PrahbJg+xGjSrUIR8GRfVDRJQpLQ4VrnWqoQvcogkjQSa4BFUbKqZ5gxaH3Rs2mCoAbHJM1TJVpGHMeAsn2DeiEUDVHUzUai+XwOZhw2vYynxPoQ5+NujR1zXReiJcIk1/rwvHZrOCRM7iH37t1DdON9lVw7Onwf7t+/X8m1d5HxeAxfa/6hn/Ru4IxEs6XY5hypsb2rNeod4d3T8xJW1C1s1y0lyjWWDdjUFJEb1yv/INxU5+Ou8/DhQ6SHLxeK/g5vfQBvvvlGBavqBn5QPLrvOpxi4ZaSJO2YMQkAooDsRmxAAFKHHZPTuYlU3y9hMtUHmHbQMelt6VyiPdBywrClUa6yDodSDkpr1F1G2r9J4wY2EIXFndpZESrtT3cBqUN7VMdxAL0h557e76yhZjabIdbas2dNjQNcdFCYTJV2zN3mio645WMIunvC3GPevPsOxr1XKrn2uP8y3nz7biXX3kUux2M4avMP/bR3A9NJtx72WYiiCExSSpkBmgyOcHxGwmRe5pYLpm3/UuZaD6bTzc3lNvjbOANWIStIkqTca3aAP/r8FzA6+FChv8tVA7Fi4PLysuRVdYMwKC9Ci6sGAnJMvkDcpihXLOarEOUhQUCWu1NMu45pmmB7JkwyY7gYSdExgm0bVSTaAy0jCsLy95slwFWKXweAy8tL+Ho1KU++foOEyQ2wNK18j8QUHWHLi89Et3DdcupAReA7EF9ZFfP5HG6Lxg8w4wCTjkW5Oo6DuKS0pq2RpNZHG5MwuYd88Y23EVTkmAwO34cvvknC5BXH5yMkvWq6D/PA9CEc22p6Ga1jNBqBD49KuVbaP8KYRIHcWK5TSoQiUw1YNhUW8uJXEa2l9agjtwC//9nPw7n1NYX//vTGh/CFL/5xiSvqDlFY3veAKzoiKvy8QJKkrXFMQlFJONhE3lhWISCX0OS1q7iODdZU139FLM4OdtPLqJ0g3E5AkzSDiv9LYJwBbXkHPANXdTgeNROdX1zCUqtJebLVQ5xdXFRy7X2hjlapVCbHJNEuHMdB2pA4k6i9zjomR5MpghaYZ65IjQNY83nTy6gV13URlpAaVxai5caC7p4w95jjx48QH1TjmIwPX8HjRw8rufYucnY5QtqCGZOQJHBIrX7YNMHFxQVCoxzhmKsGwiCAaHm3SduwHQ9c214Q4FqPolwLUKZT7CmqQfM+c5IkCc7PzxEf5J8veYV582vwyc9+rsRVdYckjkvrVBeKhiTu5sySdSRpixyTJExuRgjkG5bXbcdkHCcQTc1JqojFsyxuehm1s4hULP5ZCpVcScto6/mIKyRMAsDD04vKolyT3hEenZIwuQohRC2zaROZ5qkS7cJ1XcQNxVnGitFZYfJsPEXaohmTXO0h8LtlMHBdF6G0XQ1Ujn3cvve7kOMS9jAtjzYmYXLPME0TqaxDKNUUh4SiIZW1Tkb/LGM2mSBpgzAJQPRvYNYxi/wmzi8uYKrlfT6iN4RlkTM1D67ngZXQKcdVAy5FMeUmDkNwpVzHJKMZe7l56623EB+9P79L6RnCo/fjnbt3KaKyAFxgq5/9c0jS4nrEcyRxDN4WYVImYXITEjkmM5OmKcSe/rdzSUKapk0vo1aiMNrKMckVjYTJazDGWvsd4apBe1YApxcXSPpHlVw76d/E6TmlCq0iiiJgi2aIrMQkTBItw3VdBHLJyU0ZCeReZ6Ncx5MpmHHQ9DK+iiSBS3Kn9pszy9k6xlhJAtx58AkoyfbPda6120Hczh0kUZi7d+/CryjG9Qr/xvvwzjvvVHqPXcFzHXCt3/QyAACJcYjJZNL0MlrFuydniHpHpV0vHdzCBUXV5ML3PPASZgswtQevY51WZbCI1ir3Vc8UnRyTOfnEZ/4Q54fFY1wBQMgqkoOX8ODBg5JW1Q2EEChbRyRd8kXSJGlVlGvcQSdYHiRJzuWYlIDOOiZt2waM/YpxfYox7FzhLk22c9Bzas56gSAIgLLTOUqCKzp8+rwwHY8rGz+T9G9iOqEZk6tYfD+qF2ciiYRJol1M5ibChhyTkdLDzOymoWA2myFtkzAJAL1DzDsU5zq3txcmy4SpPXhee2upJEzuGV968y1M+u+p9B6T/nvxx2+8Vek9doEoihbugLJcGFviqgcYj8dNL6NVHJ9dIBkclXY9RzvEJc2ZzEXg+6XMduNaDyEJk7mpIjoopaJcbj7z2c/Bv/N1W1/n4vBr8Ok//KMSVtQd0jQtf+5Vy+c0NEGStCfKVZBjcjMSkEtiFyK/y3JPsG0bfM/mS17B9f5CeO0Q2zroaQ/0InUJL0Xgqo6w45+XEAJRFEJUJB4LdTF3ta1xvk0ThmEtUeBM0WFTbDHRIi4nMzCjmVmHqT7ExaSbaXKeY4Pp7ZkxCSzmTHYp3c9yXDC1HQYmAEhaHm1MwuSe8cWvvIXw5quV3iO8+Sq+SMIkJpMJxKCazsMiuPoNnF1St+KzjC8vS42tcbSbeHx6Vtr1ukCyZWf6FUImB0xeqoqfo6igfEynU/gpSolUce98GJ/8zB+WsKruEAQBpBLm3D6LRDPGXoClaWuESS4r9L7YgCRJkHJ5f0Vb+vBqx7ZtJC0qLpRJonZLmFw46LcTT1JZpef/NcKwOtFrW7iiI466/XlZlgX0KnbP9IadepbkIQiCUpp0N8EVHZ5P5zOiPUzn88YEMmYMMZl1x6F3BWMMrMwRJiXhaweYTqdNL6M2HMcpJTWuLEKZhEmiJjjnuLw4Rzx8qdL7xMM7GJ2fdX7O1Xg8RmS0Y74kAKS9G3h8Rm6+KzjnCKMQosSDQDy4jfuPTkq7XhcQQpSzMZIk6sTNSRWCDABEEkW55uGzf/Q5zG5uF+N6RTK4hZnltHpj2TaCIIAoebaPUMkxcx1eQWx0UbhEjslM5HylSi2dIVc1tm0jLGFWdhuJOiZMJkkCbNlAEVNc4gsEQQC2xdzOKhGK1vlGldFohLRfbTN12jvCaEQN0ssIwxCsBsekUDS4JEwSLWI+N5E2JUzqQ8xNs5F7N4lpmkC/ZTGuAFxliHGHxo55vk/CZA7a0dpMlMLp6Sn4wZ3quyMkGfzgNk5PT/HBD36w2nu1mNFoBEdtz0M/6d3ExeVXml5Ga5hMJkDJh7BkeBtn7/5+qdfcZ5KSZ44JaRGfqGnVH+72Ad/3K+lgj2UdTosz6tvGb33y05jd/pbSrmff+lr80ec+h+/6zu8s7Zr7TBiG4CUXTDk5Jl+gTX0jnKJ2N7IQGXNGuVa2mnZj2zZ8uT3FhTLxpF6nhMkgCIAtG7ZojtuLBEGAtKXCJDU2LmoWnlZtM7WnH2I0GuEbv/EbK73PLhKGIVK5+rMrV3R4Ae1Nt+V7/ur/ge/9q/8HAEBAws8/FPilL542vKrdxLFtsA81F+Xq2t2bMTmdTpEah00v4wVi4wCnl90RJgPfA2tRU2OqGDCd9tbvSJjcI95++23MB9XOl7xiPngv7t6922lh8vRiBF9rz0M/7d3ArEP2+E2cnZ0h7N8q9ZpMH8K2zFKvuc94ngeU2SmkL4Y2Hx0dlXfNPSYIArAKooO4asB227uxaRNRFOHhw4cI/+z/Xto1x7c+jP/xe79PwmRGwjAEL7kgxGWNhMlrtKnsyyj6eyNFehi7OmNyPDP3N8pV62MyN5teRm0sHPTbCWiprMOl1IjnCIIAaUuivJfBOy5Mnp5fwFarrVnY6iFOzy8qvceuUpswSWkepfBrH/0YPvrfXwcAcFnF/b/y/2l4RbtLHEWNxXwLRUMURY3cu0mm0ykCrT3mmStS4xDno3tNL6M24ppmC2eFaz2YjtP0MlbSzUyePeWzX3oD9mG18yWvsA5exWe/9EYt92orj88vK49FyYNQ9cVg+44fvq44PTuDqZX8+UgShN6t2KttcBwHQh+Udj2h91sdQdA2fN+vJFqLqzpsl4pyWfjSl76E4PbXACVGIAZHH8Q7d98hR1hGwjAEK7kgxEiYfIE27TyYRDMmNyPlsrlKEJ0VJqemBaaVt5dpE0zrYzwzm15GbZThoOeqDsejPdCzhGGIWG6pYxIAOu6if3R2gaTimkXSP8Kjs/NK77GrBEGAWKpeuBeKhoD2pkRLSJIEvMl9oySBQ0Kaps2toQEmkykcpRmX6jrS3o1OzZjkQKvmfDLVgN1ixyQJk3vE22+/jeDm+2u5V3j0Kt566+1a7tVWRuMxkl57ZkwCAPQBnBZ3QtTJ/UcnCEp2TAJAOriN83M6eGXBdV2kJUYYpCoJk3nwfb+SaC2uGlSUy8hvfeJTuLj5deVeVFYQHb0fb7zR7eagrERRhLTkjsVUVkmYfAbGWKsOXykJkxshx2R2TNsB0/fTMcm0Pky7O+eGIAhKEibJlfQsYRgibnEQl6QanX5nn11U30yd9m/i7IJmTC4jDENENXw/uKIjJMck0RLm8znQb7hW2r+B2WzW7Bpq5uRyhFhvo2PyALY5b3oZtcAYQ9sGYHC1B8drbx2VhMk9wfd9+FECXqI7aR1MH8KP4k7HRVizKdKWCZOsfxPj8bjpZbSCRyenSAa3S7+urd/E2dlZ6dfdRxzHQVyiMBkrBgnvOQiCoJIOdq4a8CjGbCOMMXzhi1+Ef7tkYRLA2c2vx2/9Hs27zUIYhkhK7lRPJLWT8UCriOMYaFFcTSpRlOtGJAl5fa5dFSZtxwErM5a+RTCtD6dDDV+LyNHtnlVc0WkPdA0/CJDUEFVZFNHxudCzyRhJr2LHZO8mplSDWIrrb98QkQWuaIhpb0q0hMlkgqThWYeJcdgplx4AnF2OW1ejBrBILmAMnPOmV1I5ZcwzLxuuGvBabCwgYXJPeOeddxDdrCfG9Yro5vtw9+7dWu/ZFhhjSBgHZKXppTyHb9wgYfIJo8sLJIPyHZOOcQsPHp+Uft19xHVdhHJ5L+VQMcgxmQPf9xFJ5ReKuKov5ocSa7l79y6ig1cqma3hvfRhfPZzn+vE5n5boigqPUIrlijK9VmiKAKU9rhlEpBjMhvdFBrz4rku+J7OmORaD16H9lVBCQLaQpjsbmPuMhyvHuGlKELp7jtbCIGohjlvNFJmNXUJk0LREcckTBLtYDqdwlObde752rBzwuRkMmnVuLHnMIadGInleR7QsoZGrhkI/PbW70iY3BP++CtvYtR/b633HPffiy+98Vat92wLs9kM6DfbAbQMWznA+cVl08tonDRNESdpJQOH48FtEiYzYjsOfKk8YTKQDNgdihzbFtt1ESvld2sxtYeA3AIb+a3f/SROb35DJdcWqoFocAf37nVniHxRFrN9yn0XJBJFuT7LQphsj1uGySrNWSJKI/C8vXZM+h0SJsMwRLSlMClUHUFAz5dncf2gcuFrG5jSXcekZVlAryZxoDdc3I94Di8IwWvYIwlZQdrBWaokhreTy/EYjtrsrENHOcBlx0wbtjlH2sIoV2AxZ3IymTS9jMrxPA9MbZdjkqm9Vkd9kzC5J3z+y28gOKpnvuQV/s0P4PNf7uaMq/G4+kiUIsT9m3h0dtH0Mhrn4uIC4qD8GFcASIZ3cHZ6Wsm1942paYOXWMxjWh9Ta/+7rMrCtF3wEqN0r+CqgajFG5s2IITAp//wD+G9XI0wCQCnNz+M3/q9T1Z2/X3BraAgxBQNLhWmnxLHcSWNQEURigY/JMfkWgoU8rpa/EtZ2rqElNKQlcV/X0dYJElsO2PSQBDSHuhZvBJmd1YJk7vrmByNRkhrqlmkPRopsww/COvZI0lSzoB2gqiOk4vmI0WT3iFOLrrzTGKMIeUCkNsp8wT6YSfeEZ7nIa3AHLAVsoI0be9+v52/sUQuOOc4Oz1BfPByrfeND17G6clxJ6PkRqMRHK19jsmkd4Qzckzi5OQEXq8aYZJrPQRBAMZYJdffJ+aWA6aVF3/GtR7mJExmxnIq6tbqWCGzCPfv30dg3ChVmL+O+/I34pOf+nRnxYKseH5QekFIUJTfc8RxDC63J8qVyyqCkOLMiO1hjEHseeStgNSZs5zj+Vs3qnBFo+asa3h+UIsjrCipoi1mPnWQ0WgET6+nZuHrNzAajWq51y7hB/V9P+hIsAt040M6vxwh7TVbL017N3B+2Z1nkmma9TnkC+AoQ4w6IEwGQYCkhc1abX4/kDC5B5yenoIPbwNSzR+nLIMPb+Hs7Kze+7aA04tLuC0UJtP+DUw68LDfxMPHx5jrR5Vdnw9udiKGYFssxyndMWk53Ykc2xbbdcEripHgLd7YtIH/8T9/D2dH31TpPbg+QGjcxP379yu9z65TRYQWVzR45Jh8StuESaGoCCISJtdR5HDaxSYI3/cBfT9jXJ+iGYv/zg5ge/7Wzj6uGIgiev4/SxDW5AgrSCypnRUmLy5HsNV6aha2eoDzS2qQvk4YRbU5igWkbjZPS7vTQNSVndR4NELSP2p0DUn/qFPNEpPJpHGX6jpi4waOz/f/8/B9v/QxMmUgZBlJS+O+SZjcA9566y3Mhu9r5N6z4fvw5lvdmzP5+OwCacMv2mVwtQe/xUNt6+Luw2PEwzuVXT/o38bJCc2Z3ITjlOuYZFoPtkMzJrPi+X5lwiRkBXFMUYnLEELgk5/6NJxXqhUmAeD06BvxP/7n71V+n11mEaFVbkFIKBr8jhY5lxHHMVibhElZI8dkFnaokNcUvu8DJe5jWoneh+d14+zgesH2+yJZ7ozDNCthGLY6yjWRtM7uWR+dXSDt1xPlmvSO8PiMhMnrhHUK91p3Y4t3hg40eQkh4PseeMP7J6714XtuZxrrJpMJfK29jsmkdwPno/030fi+j0hu355IepL810ZImNwD/vCP34B18Goj97YOXsVn//grjdy7Sc4vRq2cMQlJgtCMzhQYVnFycoJ4+FJl159rR3h0TMLkJlzXLdUxybU+XBImM+N7XnVRonqvMw6LvNy7dw+BcbOWw5jzyjdRnOsGgrAaxyQJX18lDEOkLRImF58PFebWQzMms+B5FUWitwim9jpzbvD87R2TQDe/C+uIoqjVUa5ddkyeXVzWVrNI+jdxSiNlXqDW74eiI+pYYsTieUyNVm3CcRwIfdD0MgAAQh/A6Uj96GI0gq20V5hM+92YQ+x4PpIWCpNCNVq7F6pNmGzzoM1d5+2330Z41IwwGR69H2+/fbeRezfJfNpemzzrH3Xigb8KIQRscw6mDyu7RzS8g7sPHlV2/X0h8NxyHZNqHwE5gjMTBH5lBVXRoUJmXn7jd/4nTo++sZZ7ca2PwLiJe/fu1XK/XaQSYVLVSfh6hiiKkLQoskYo5BjYxEJXyV7IE5A6KcZ4nodU2W9hMlX0zrzPvSCAUEsQJiF3My5xBXHU7ijXLsevTyeT2hyTae8GppPu1iBWUef3Qyha54TJnUKSOhHlenFxgXRw1PQyAADp4AiXHYmYfnx2iaSm530RmD6EY1tNL6NyLMerLrVsC7iqt9ZYkFmYfGuLuM4kSfCRj3yk8N8nVuO6LsKUNWaT51ofQZLCdbsz941zjjhNIZT2uAOeJdBvdObluwzTNCF6B5VGlMXDO3h0fFzZ9fcFxnm5s29lKgTlIQ7Lj7C8gqnkzF4G5xy//6k/gPvKn6jtnqe3/gQ+9pu/U9v9do0oiiqJco1I+HrKQphsz56IU2FuI0JwiDz7JEkCF92Lr/Q8D3GLIyrLIFa68z4PggC8BGESmt7arvMmSOK41Y5J0VFhUgiBMKhwrMM1uNZD6PudbGJZR53fD67o1JhFNM7FxQVcrR0mDle7gYuLi6aXUQt1OuQLIUngaO+cw7JwvHYKk6myB8LkX//rfx2PHuV3CKVpio985CP46Ec/mvvvEpu5e/cugpvvb3QN4c3345133ml0DXUyn8+Bfnst8rZ6iIsOC5MnJyeIKoxxBYC0dxPmbFrpPXadJEkgZKX06wpJ2fvNTFlwgcoE+pgck0t588034Q9fqi5CdwnuK9+ET3/mMyTaryCqJMq1e1FZ6wiCAHGLhEmhaAjp81mL4DmjzyQJnHev2Ox5HsIWxjGVSSR3xzEZBkE5sxBbHIfVBJwxoII9f1l01THpeR6EXm/zuujQzNqs1Pn96GJj1s4J4bu23gI8PjuHrbdDILO1G3h8etb0MmphMhkj7ZcjCH/4N/8ZvvaT/woA8KFP/Vwp1wQAMbiByWRS2vXaiOv55TTBlUwit7epLrMweX5+jh/8wR/EaDTKfPEkSfDaa6/hox/9KFS1PQWLfeKLX3kT4/57G13DqP8efPErbzS6hjoZjUZIekdNL2MlUf8mHp52oytoGQ8fPcZcv1XtTSQJXB/ANM1q77PDOI4DGBXMFjC6MydgG5IkgSjTrXqNSDboc1jCR3/zd3B6qz63JABw1UBw8AreeKM77+E8xFFYTiH6GRaFn+4VOVfhhe2aL8YVDXHHCnN5EYLnalwRkBYpCB3DcT2EUvu6nssklHS4HRESojAspYudq+RKepa29ywIRYff0mJclYxGI7CaY/14R2aI5aHO7weT1W4+m3ZoxOTOCakFuP/wGMngdtPLAAAkwzu49+ik6WXUQuD74Gp9zdFFiI2buTSlXcTz60sqyEMs74Fj8lu/9Vvx7rvv4gd+4AcyFeOv4ls/+tGPQtM0/Jt/82+2WSexgi98+Q2ERw07Jo8+gC98+c1G11Anl5eXcLTDppexkqR3hNPz7gqTbz14CH9QrWMSAOLhSzimONeV2LYNppUvTHJ9ANu2S7/uvuF5HmBU1yUdSDoJk9dI0xR/9LnPwXu5nvmSz3J660/goxTnupQkjkuf7SMUDQkJX0/x/KBV88WEoiGJ6fNZR+7CmCSBd1CYNG2nlcWFMmFqD3O7GyM50iSGkLdvluZKe7vOm0C0fGoal1UEYffeCZPJBKFeb80i0A9JmLxGnd+PtIPC5GI/sxvKpNiRdW7L8ckJ4uGdppcBYDGC6eRk/4VJ3/cXM7QrHGdVBrZ6sPfvCD8IKhuntA2RpO2+MPlf/+t/xTd8wzfgrbfewt/4G39jbUTDs07JK1Hy+77v+0pZMPFVOOe4vDhHXHFs5Sbi4Uu4OD/rTMHi5PyyNZnpy0j7NzEe73cXyjoePnpcy3dirt/C48ckTK7Ctm2kavnCWKL2SRDLgOu6EBXOHk61PmYWfQ7P8oUvfAH+zQ80ItB4L30DPv+FL1DM8RK4EOUf0iR5cV0CAOCHEbjcImFSUsDStOlltJ9c34tuRrk6Le16LhOu6nC8dhYqykYApbwPUhImn5KmKSC1N8YV6O7cvdF4DEutV5jsQtE5D3V/PxKpq1Gu7RZjnmXfHZNCCLi2BaYPm14KAIDpQziWufc/9/F4DD44anoZG/H1Gzg53++xY4sxMu0TJhNZa216RGZh8s6dO/hv/+2/4f3vfz8+97nP4Ud+5EeWvvSuRMmPfexj0DQNP/uzP0uiZEUcHx+DHbzUfFeEJIEddKMTBQAenZ4jqTkWJQ9c6yHo8OD52WSMtIbPxx/cwVsPHlZ+n13Ftm2ESvlREpFikGMyA67rIq0wyoNpPcws+hye5fXf+C2c3fmTjdxbKCq8W1+DP/qjP2rk/m2mqndhR1+xS/GDsFWOSUhS66MFdw0hyeCiGw2Iz+K47ZwTUyZCNToR5SqEKO25kMgaCZNPiKIIUFv0/F+CUFREcdz0Mmrn8dkFYqNeYTIybuDx2X4XnfMQhmGt349YUjsnTALYHV2y6bptDcxmM4j+jfb8t0oSRP8G5vN50yuplPF4XLtDvghp/waO91yYjKOwlWcHruhwvHbuXXMNoHr/+9+PX/mVX8HLL7+MT3ziE/ixH/ux51xyy0TJ7//+7y990cSCt956C7Nhs/Mlr5gN3oc33+xGnOv55WUtwtc2CK0H1+1GLNOzWJYFrg9q2QjFBy/j3UePK7/PrmLbNny5fGHMk3skTGbAcRzESnUuD6b2YdrkmLwiCAK8/fbb8G9/bWNrOLv9v+C//8ZvNXb/NsIYq2zWqgA6kxSxCT8IWncAa3u0YNMUiXJNU1bNYlqMF/it7HouE67o8Px2FirKJI5jQNk+xhUAYhImnxJFEdCmxpQliI7OHT69GCHp1VuzSHs3cXrZ3eSm6yyE+/reIYmkIuiYO1gIgV3a8u27eeDk5ATRoB0xrldEg9t7P4Lp8vKydod8EZLeES72fMZkEpczNqBshKrDbel+P3e15uu//uvxX/7Lf8HR0RE+/vGP48d//McBLETJH/3RHyVRskb+6Etvwj54tellAADsw/fhj778VtPLqAVzOql9k58X1j/a+6HCyzipMc8+6d/EdEJRNauYmhaSChx7idrHZG6Vft19w3VdhBUKk1zrwaZI3ad86tOfhnXnw4BcjQiWheD2h/DO/Qdro/a7RqUFIU3vZlf6Enw/aJ94IysUbbyWfA1cQpLBWPeEycAPFzN79hiu6q2NdiqTIAgArZx9UYT2zumpm7iCOc5lwxVtIUx3jPG4nhShZ0l6Nzo9UuY6YVhvogRX2lt4rpS2uPMIPD4+wUw7anoZzzHXb+Hx8X6n+z08vUBktLtGDQBp7xDmbNr0MiqFC7TymcQVHV5L9/uFKmjf8i3fgv/0n/4ThsMhfvmXfxl/7+/9Pfzoj/4oPv7xj5MoWSN337mL8Ob7ml4GACC8+Sru3r3b9DIqhzGGhHFAbvcsDd+40Ulh8uGjx5jrt+u5mSSDqxQruorxzKxktgDTB5jMzdKvu2/YtoNAqtAxqfU76cpexeu//lu4fOmbm12EJMN86Rvxid///WbX0SKCIKhOmFRpxtgVYdhCYVI16PNZQ+5+fVlB0sG5nX7QhRmT3fiu+L4PUdJnmaoG7I7M5dxEFEUQJTlRq0LIKpIOCpNNzHljxgEcixpIr4iiemdwC0WD53fQMblD7Np68/LGvQcIhi81vYzn8Acv4c377za9jEo5ubho9bixp8gKUsb3utmxrd9wrmjwWtpUV7i1/8/8mT+DX/zFX4RhGPi3//bf4uMf/zhUVSVRsiY8z0OQMHCt3/RSAABc6yOIk73vHp1Op0D/RtPL2IilHuLs4qLpZdTOW/ffhV9jdER88PLex0IUZWZaYPqg9OsyfYCZaZZ+3X1jPDcr+flfwbU+fJcck8BilsbZ5RjRjeYbhUYvfwv++8d/s+lltIYwrG7Gg1C6UczPQpU/58KQcLyBfMdmIcmdjHKN2ii6lwxXdEQd+K4EQXmfJVd0OO5+n3mzUrfwUgQhq0jTbjnokyQBg1S/a0OSwCBRYsETwjAEr9UxqcHvYpTrziChvbJFOTx4911Eh+9pehnPER++gvsP9luYHI/qd8gXZnBzUVffQ5Ikaa2JaZGQ0s73w1aZY9/5nd+Jn//5n4eiKNA0DT/3cz9HomRN3Lt3rxVF0GeJbr6Kd955p+llVMpoNELU8hhXYJHd/fC0e8Lkg4ePEB28XNv95vptPHz4qLb77RKmaSKtRJgcYm5SJ+4mJnMLTKtOmBSKiiTpnntmGb/1O/8To5f+l1ZEdsSHr+BybmM8pphp4EkhWq5GVGAkfD0lCoPWxV1yVUfYseJcHvKWxYQkd9IxGUdRJ4TJLszfC4IAaUmfpVB1OBSbDmAR5cpaOEvpOSRpx8SL7ZnNZs01U/dvLO5PIIoipDUK91zROhHNfR3RgjNYFoQkYZ8fRZxzWKYJZhw0vZTnSI1DWOYcnPOml1IZrmNXWvspk6h3c2/T/SpNa9oSobT3bJxZmLx9+/bS//3Ij/wIGGNI0xQ/9mM/tvLP3bnTrgG4u86X33wL4367OlHG/ffgK2+93fQyKuXy8hKutgNDhfs3cXbeLWFSCIHZZIy0f1TbPf3hS3jz/sPa7rdLuI5TmWPSdSg+dxNzs1rHJLA4XKUdLFRf52O/+TuYvafhGNdnGL38J/E/fvt3ml5GK/B9H6yiGEYmkzB5BUtTCKld3aFMoc9nFUKI3MqkkGQw3j3HJOe80dnBtSDL4B34bMsUJplidHOO2xKiKGq/MIl99yi9yGQyQWw0I0zGxiEmk0kj924bYRgirfH7IRQNQUsLz1WxaDrYDWES2DWHZz4uLy/BB7da0az7HJIEPjjC5eVl0yuphCAIFrNs2/ZzX4GrHu7tZxGGIaC2M0WCKxqilr4fMp+0hBBb/48ojy985S0EN9/f9DKeI7j5Kj7/5TebXkalPD67gKvvgGOyf4RJxwbPW5YFrg9qfSFHw5fxgByTS4nCAKICl0FXIse2xbKqidJ9Dn0Ax+l2nOvjx49hMbnWhohNzF75Znz8N3+H9l1YCJNxRZ3qiaLvfXx9VjjQusNwKmut7QptGs45IOUU22QFrINRrl15jPIO/Hf6vo9YKud9IFR6/l8RRRHSljWmLKNr9ajxeAxPa8a15GkHJEw+IQzD0p47WeCKjqClUX1VsVPf6z13bz98+BDuoF3zJa/wBi/j0aP9rNuNRiPwwVHTy8iMq9/A8Z6aaBZzt9vpmGxzQkrm9p3XX3+9ynUQORBC4OT4MaL/7bubXspzRAev4PStxxBCQGpZgaosHp9dIO1/qOllbESoOsIw2uvP4jqPHz+uNcYVANL+Tcym4079nLPAOQevaq6JJIE/uYe87y6GLfDcahyrz8KNISzLwq1btyq9T5v5v37jN3F25082vYznYL1DuEof9+/fxzd8wzc0vZxGCYIAcUVRrpGsUWEaV8XeplfxIik5WlfCGMvtAuxilKsQAqIjPisBsfd72TAMEZUkECzm9NDzBVjMU0ql9jsmISlgjEFVd2CtJXAxGsNVmxEmXfUAFyMaKQAsitRxjd8PrmgIW1p4rgohROua41Yj7XXH01v3HmDea6cwOTPu4K179/Hn/tyfa3oppTMajRA05JAvQtq/iUenj5teRiVEUQRW41zhPAhFRRK38/2Q+S357d/+7VWug8jBZDIB14ftG6oqK2D6ANPpFC+91M4X0rZcXl4ief//rellZKM3hG3buHmz/Q7PMnj34SNM9dv13lSSIIwhTNPstDhzHdd1Ab1f3Q30AVzXxY0bu7MBq5s0TSEqjg5K1D4sq7vzPhlj+L1P/j7s//VHm17KC5ze/pP4v37jt/D/7rgw6fs+woo61SOJHDPA4gDWxsiaWCLheBVJkkDKeWgWstq56O40TYEdiKgsBVlBmqbQtPZ9l8vC9TwkJTWqcMVASMIkgMWMyV0QJiVVRRzHnREmjy8ukfRqPhc/IendxPF5t5KbVuEHYa0zJoWitdYRUxU7JUxK0l43PL1x9x6iw/9708tYSnTjvfjK259vehmVcH5xAUvdnbpY0j/CxekfNr2MSoiiCLytZwdJBm9pYwTZTXaQ+/fvwz18b9PLWIp78F7cu3ev6WVUhjmfITXaP2MSWHSi7Gt29zLevP8Q4bB+QTwavozHj/ez46coT2N1K4LrA9g2zZlcRZqmC8dqxQRKr9Ofw5e//GX4B+8B13pNL+UFnFf+BD79B3/QOSHhOpbrgSnVzJhMFR2261Vy7V3C931Aq+ZnvA2BTMLxKpIkgVDyHZoXXbZxRStqJ4s5Me2MYyodVV80GewxtheAl/R5clVv7ZyeuonjGMkuRLnKC2GyK1xcjpH2milUp70bOB+RMAkArv9k9ltNLKL6uvVsWqQb7AYCOxY9m5PTk+PaE8yyEh28jNOT46aXUQkPT84R93bHjJL2DmHNpk0voxIWc4Xb2+TX1sdPLmHy4cOH+OQnP4kvfelLmf78l7/8ZXzyk5/c2yznpvjSm29j2n9P08tYyrT/Hnz5rbebXkYlpGkKJpA7/qopPO0GRh06FDx89AhxAxuhqX4b7z58WPt924xlWUgrFCZTbdBpp94mbNsGjGHl9/GVPswOfw6/+vH/gdOWxbheIVQd3tEH8PnP72dnaFYsxy2tEH0drhowHbeSa+8SnueBq+0TJrmiw3RIOF5GHMe5U1eEpCBJkopW1E7CMARaGsdUOoq+9zNZHdcr7X0gZBVp0h2Rax1hFIHvgGMSitapZ9hsNm1QmDzEbEozJgHACwLwGt8jQtE610QkhIBUQ0NuOexvlOtsNgPT+u1L9btCVsC0PmazWdMrKZ2T8wsk/aOml5EdSQaDvJfv5MXc7fbuia5GN7SNzApLkiT4wR/8QXzf930fzs/PM/2ds7Mz/LW/9tfwQz/0Q+CcF14k8TxfevMuwhvva3oZS4luvg9fevNu08uohMlkAjHYnU4UWz3E2UU3HJNCiMbcrOHwJbx5/2Ht920zlmUhVKqLcg3VHgmTa7Asq/L5kgCQaENcTvZvc5+FMAzxla+8Ae/O15dyPTn2cfve70KOy3N4nd35Zrz+679Z2vV2EdN2wbVqnkVc7cEi4QtBEIBX5ErdBq4asFwSjpeRJEnuqG+hqEjT/SsgrCOO49zO0l1FKOreOyYd3y/vWSVJ4O2r6zSCH+7G96RrjsnA9xtrGuJqDyElFgAAPD8AV2p03ksSeMceTkIIiF2Kcm2hKFAG9+7dg9fSVL8r/MP34v79+00vo3TGo9FuCZMAxOAmxuP9m0UcRRGStka5AkBLR3NkFiZ/7dd+DQ8fPsT3fu/34ru/+7sz/Z3v/u7vxvd///fj3r17+LVf+7XCiyS+ihACo4szJMNmZgZsIh7eweX52V6+cEejEWJjd4TJpH8TD0+zNRHsOpPJBKJ/o5H5AtHBy3hIrvDnME0TXoXCpCcPYJpmZdffdWazGSL9oPL7pMYQFx0VJj/16U/DvvPh0rpClSTAnQefgJKUN7PKv/01ePude/C87opnjuuCVVSYY1oPDglf8DwPSRuFSa0Hh6J2lxLHce75J1xWke5hZ/M6kiRp75yYkhGyuped68/ieeUKNfseyZeVsM3zlJ5BKN0RJqMoWjSfNCXWSBK4rHTm570OLwjrFSaBvZ5huIzFc3hHhElI+2qYxFfefgfT3itNL2MtE+NlfOWt/TLRCCEQBH4rR8usI+zt59ixKIoQo8V7IrWdCSmZhcnXX38dkiThJ37iJ3Ld4Cd+4icghMCv/uqv5l4c8SKj0QhicARILY0TlWSIwdFeRoheXl7C1qov9pdF0j/qjGPy8ePH8Af1z5cEAGYcwJrPqTjxDJfTGWKtuijRWBvgcjqv7Pq7znw+h6dU75hMjUNM9zAOJQu/+vHfxMXL39z0MtYjyTBf+kZ84vd/v+mVNIbreeBqNQc1rhpwOyz6XuH7PpKai25ZYKoB1yPHxjIWjsmcTRWSDMZYNQtqKXEc53aW7ipc3v+oXj/4/7P350GypXWdP/4+e661V917u283TTcNCE0rjoKAIwrKgOL2ixhjQMVxiBmUcEJGA5nQccYZQVBkwtFxnSCCaWkZ9xgRW79jo2w2yNJ0993r1l6Vlfs5uZzMsz3P8/sju9rbt++SmXUynyXrFWEY3Hu7zqdyOed5nvfn/f6kN2MSAGBaQh7uTJt+KMf3hGizI0w2m81Bwy5HWHYejYaaM8RGod/vg015VjGbsef1YMakHMIk0zQwpmaSoMipfkcE82fwlGLCZKfTAbMnZwiYFG1zTklhsh8ESEReExlirl2HVrcef/xxzM/P4xWveMVIF/hn/+yfYWFhAV/5yldGLu6E57K5uYlOXuxOlG5+FVtbW7zLSJ29wzJ6tjyOySQ7j2ZdPXv8jdjc3kHT5uQi1jSw3IKSUQTjUm14IPbkhEni5FFtzKYgNgzlWgN9c/IzJolTgOfO3vvQbDZRqtQQCr75AoDq6kvxl38zu3GuPd8HmVAHKbUy6Pknjsler4dAE0+YpKYz027hWxHHMag2qjCpbvzYzRg4JgWdlZQydAYck/1+P91oSyuDfj+9lANZecadJziz5OCr1+uIOIw3uZbYKZwIkxgcUk9zxiQAaKY1M591AIORYbJEuULNtRRjDIelfUR5PkaBYYnyKygd7Cv1HlSrVSSSxbgCQN+ZUzLdrxeEYLq48+mZIeZ6f2hhslKp4OzZsyNfQNM0nD17Vkk1nAcXrlxFM7PKu4xb0sys4sKVq7zLSJ3dUgVxRh5hkhkWwjBS6sF7My5c3UJY4Pe96OWWsbu7y+36otFwXSSTFCbtPBquN7GfLzuHtRoSZ/Lubmo6CHqzdyj3d5/6DGorL5ZiExwV11B12zPbOBFMcMYSMTPon8xQQtf3EQq4AaOmg97J+3NDgjG7eWdgOfks4jgG0cQXXNKAamIeVKRJ2E931hsz7BNhEkAYJ6M7sDlANUPIuUqToNlswp9Cg+Kt8M0TYRIAwoBDlOuM3ZsYYxIluaopTJbLZZDsHKALmup3hG6AZNRy6lUqFfg2X4f8OMTZBewqKEz2g1DoudtU0HnbQ985CCGwrPEOHkxTzAGbMnLhylWEc2IPFQ7mTuP85XXeZaROpVpFkpVHmAQAZPJotVq8q5g4u7s7iAr8OrSa9hI2tra5XV80Wp4H4kxuQ5zYebROZkzelFrDBZmCMAlNA9W0mXu+//Wjf4fGmuAxrtdQWXkxHv3Up3mXwYWEJKnNAX0O+uwcct4KrzO5uNzjQE0HwQwdzI1CGIZIxhCTZ22m3mAWp/iCSxqQGXCTRVEIlqJziZj2SfMDjiKPxf+eEE39uOIjytUad2Gya+RRqdW51iACYRBMP8rVnD1hUpYoV0DNddSlS5fQyoufJAQArcIZXLp0iXcZqbFfOkTbkk+YTBQd/9YXfO42k12YXFpaQqlUGusih4eHWFriFLOoGIcH+4jyy7zLuCVRfgWHB/u8y0idlttEwjkWZVSS7LySN/xrIYSg2+1ONDr0doSFVVy8ql588bj43Q6INbkZh8TOwe+0J/bzZcdtNqfimAQAZIpw3dmZ97m3t4dWPFhMy4J76iX4/x79e95lTB1CyMQPKhi0mZrjcyO8dkdIYZLpJuJYvI2XCARBgHgcJ+AMzCG8ljiOkUB8wSUNEqgvTFLKUk06IPpsHf7fjDiJpYhynSVhcr9SQ+LwPahOMkXsV2YzreNaonD6Ua7UsIWcITYpBkKfJMKkBGk74/CVcxfhFuQQJt38GXzl3EXeZaTG1v4hYgmjXImVQ1fB87xA8ChXopsIw5B3Gc9haGHya77ma1CtVnH58uWRLnDp0iVUKhW8+MUvHrm4E56N53kgVnZy3f9poRsgVhaeQo6mJElAGMSPJ7gO3yoqH+FXqVTA8otcawgLq9jd2+Nag0gQQib7XdENJETNwfFp4HfaUxPqE6cwU8Lk//fJv0NpWa71TJKZQwcWtre3eZcyVXzfB+zsZC9iZ2Z+jmGr3ZnYHM9joWmgCnalp0EQBIi0MTbN5mwddg6iXOVa948L0XSlHeADR02694PIOHFMAkAUxZI4JvWZESYrtTqSDN9m6iQzh0pV7TOIYaCMAVN+jhDDmqmmiUGUq0SCn4Jr0wuXLiGYv5N3GUMRLNyJCxfVcUwelstSCpPQNDDTUW4fHYSR0FGuRHbH5Ld927eBMYYPfehDI13gV3/1V6FpGl73uteNXNwJz2Z7extBYY13GUMRFtaws7PDu4zUaDQaYFn5LPJts4jDsjoZ6jdid3cXfpbvoG1q5+D73Zl3zgBAv9+fSmQNM8yZOiAdFkrpoIliShu0vpVHs9mcyrV4wxjD33/mc2itySVMAkBp6cX4m0f/jncZU6XT6YBNWJhkVhadTmei1xCddrcLKqIwCQCCdoXyptcfb8YkTHumXk9CCOiMCJMMaguTURQBKbuWIm22Dv9vRhzLIUwmM+SYnGpyyk2YtcbFm8FDg4pnzM1NKU257eSEUQiCAF2/P50xMilAnAI6vq/MerZRr8k3buxpSG5RqXmfABBGkdApEkQTMyFl6N3W2972NszPz+NP/uRPhhYnf/VXfxV/+qd/irm5ObztbW8bu8gTBmxu76DpiB3jekTDWcKmQu6MarWKiHMkyjgk2XnslMq8y5goVze30XT4R0Wz/BLKZbVf62HwPA9sCm495uSVcmWnheu6QGZ6G4OOUUBF8bjoI9bX19HPLIDak4spnhTttRfhM//wGCidHadxp9NBYk5WmExOhEn4vg8iYJQrAMDOKteJmwbdfh/UGL2BiBnWTDUEEUJAht8qSw3RdKWfD/1+H0i5aS7UrBPHJIAkPolyFY1pJqfcDGLn0W23uNbAG0IIGAcnX6zPVtOEVFGuCnL16lVE83LEuB4RzZ/B1atXeZdxbAghiBMixTP4RvScOSWFSZqCY/K+Rz+Iez73uwCAux/78LF/3hGJJrljcm5uDr/yK78Cxhje97734bu+67vw8Y9//DkHw57n4S/+4i/wnd/5nfilX/olaJqGD3zgA5ibk0/UEY0L65vo5/k6w4YlyK/iwro6M/dqtRq6llzzJQEgzsyjVFFbNLi0uY2osMq7DHSzy9g7iXNFq9VCMoXNcGIXToTJG1Cr1RBnptc1F2bmsFNSa0F5Mx7527/D/uKLeJcxFtTKop9dHjmOX2ba7TaiCQtmkXkiTPZ9cR2T1Mqg2+3yLkM4/F4ANoZ7jBiWMh3mw5Akycw4JonijslerweW8n0qMR20/RNhMkkSORyTmA1hkhAy1eSUm6JpIAxKNzzcjn6/D1jO1K8bzpibm1LKRQAeF9XcnU+cO49qTi5hspo7gyeeOs+7jGPTaDQACVP9jmiZRZQUM3ZEgjsmY9kdkwDwAz/wA3jf+94HXdfx2GOP4Ud+5Edw77334p577sEDDzyAe+65B/feey/+9b/+13jssceg6zr+23/7b/hX/+pfTar+mWJ7Z0cIAWYYwsIqthWKct0/rMCXUJhMsvNo1NWe77C/t4dIAMHedZaxvrnNuwzuuK6LwJq8oyywcifC5A2o1Wrwrek5JpPMPEqKx0UDg4OeL3zxi+iuvpB3KWOzv/hCPPLo3/MuY2q02230jMk6JntGBu12e6LXEJ04jscSuaZBYp4IkzfCH9MxSWYsHi5JkplyTKouTNKUHZPUsNHunjiyZREmmW4giNQXJlut1lSTU25JJj+oZ0YZOLWnL0xGugW/NzvP6kGUqzzCpGp86Ylz6C3cxbuMkegt3IUvPXmOdxnHplKpIJRxvuTTRNlFbO0d8i4jVWLBUyRETY8Yebf1zne+E3/913/9zMxJxhharRYODg7QarWe+bPXve51eOSRR/ATP/ETk6h75iCEoNNuy5PdbefRbrWU6ZLbK1cQS5jdTU0HQV/d2K04jtEPAiHcGlFhBZc21HEJj4vruujqkxcmu3r2ZHbJDSiVK+iY02uiSLJzqNfrU7seLy5cuICgeHoq81Mnhb96P7705S/PzCzchushmLAwGRhZNJqzex9ijIHyGKA0JLHhnAiTN6DT9UHHcHFEujVT0bhxkoDNiGOSaTriRN1nQ7/fR6KnKxBQ00Gne+KYJEkCpokvTEI3EMXqiu9HNAWYL3kEcYoDR8+M0u/3U2+IGAZqODPVNMEYA2R6Vou7bB4ZQggOD/YRFfibBEYhKqyitL8n/Z64XC6jPcVzn7RJsvPYP1RLmEwEn7stanrEWFLuN3zDN+BP//RP0Wg08Nhjj6FUKqHT6aBYLOKOO+7Aq171KiwvyzELURaq1SpYfpF3GcOjaWD5BVQqFZw5I5e1/0ZUqzUkK3JG+MGy4fs+8nm+syYmweHhIWhBjHtNVFjF/rm/5V0Gd8r1JqIpRLlGdgHlenPi15GNvcMK4uz0nhXEysHvqO8Ye+STn8LBorxuSQBgpo2geBrnz5/Hgw8+yLuciVNpuEgmPA+U2HlUZliYjKIIENQtCQCB7syUkDYsvt8DXRhDmDTsmZqpFyVE6MOFNBkIk+qKNr1eD3HK9ypqOuie3F9AiCSOSc1AJOBhXNo0m02EthjCZGDl0WzO7l6t1+uBGNN3TNIZi5lmjEnlmFRIl8Tu7i7I3JpcwjAAaDrI3Br29vZwzz338K5mbHYODtFz5DPPHBFnF9BcVyvdT3RhUtT0iGN5TJeXl/HmN795qH/7j//4j3jFK15xnMvNNHt7e+jlxBBghqWXW8He3p4SwqTbbCA5K2d+N8nOo16vKylM7u7uopMV43tBTQdBFCGOY1iWuAe1k6ZSb4I4pyZ+HWLnUVE8pngcDitVJHPPm94FNQ1UNxGGIRxn+pvvaUAIweOPPw7/n/0b3qUcm4PFF+Jv/u7TMyFMNlwXxL5votdI7BwaTfWjjG9Gp9MB7Mm6Uo9DX3fQmvGo3RvR6/dAV0a/XwfabAmThFBAosPOY6HpSCR3DtyKXq+HSEs5ytV04J84JkEJkeJQmun6TAiTjUYDnSkk1wxDx8jPvGMyGSM2/bhQ00bHn53XfRDlKg8SjcO8LU+dO4967g7eZYxFPXcGT507L70wGWdfwLuMsWGGhTCKQCmFrou/jhiGQby9uFGuTDcRhJLPmByVWq2GX//1X8crX/lKvOlNb5rkpZRne3cPrrXAu4yRcK0F7Ozt8y7j2DDGEIaRsDOUbkdgF5WNWlzf2kHLWeJdxjPQ/BIOFYsjGJVG00UyBcdk4hTQmOEu3JvRqNeRTDl2muXmUaupKxKfO3cOwfyd0j4DrsVfuQ9fefxx6aNrhsHzWiBTcEy6Mzw/qd1ug0xhpvC4ECuHuju778/NCPo9kDHmXhHDgdeZHYcYpVStE8RboWmgVKaj3dHo9XoI9LSFSRu9GZq5ejMYIMX3hGmG0nHFR5SqdWEck6FdwGFtdgSy6+n1eoj06e8dqOnAnyHHJKUUTIJ70BECT0AYmX984hza83fyLmMs2nNn8YWvPsW7jGNRqVQQSzxjEgCQLSo1nokk4jsmQwEdk6kLk4QQfOITn8Bb3vIWvPSlL8Uv/MIv4MqVK4Ps7xPGZn17D2FeDGfYsET5Zaxv7/Iu49h0Oh3AEffg7XZ0jIKyosGVrW2EhVXeZTxDN7uMvb093mVwpdVyQZzJC5PEzsPzvIlfRyYYYwiCPugYB87HIXDmlL3HAMDf/N2ncbBwP+8yUoEZFoL5O3Du3DnepUycdqsFMuEmicE8bW+i1xCZTqeD2OQ/4/lmECuLZuvEMXk9URCAjeHioKaDVmd2ZnYOXBjyHHYeBwZtIMQqSsfvpe5coqaDoD87h/+yw3Qx5yqlTaXeEGjGZAGV+mwLk2HKTu1hoKYzU+kG0kW5KnIuzhjD5tV1hHNyOibD+TuwuXFV6vej0/JABLnfj0uUWUC5XOZdRmqIPvOW6QbCWGHH5OXLl/HzP//zeMlLXoIf/uEfxt/8zd8gjmOsrq7i3//7f4/Pf/7zaV1qJtnb30csoTC5q4Bjsl6vg2TkjHEFgMApYr9c5V3GRCjt7yMS6HvhOUtY39rmXQZX/E5nKg4aYmdnYrbhKHQ6HbAJO8RuRNucU2pBeS2EEHz1q19Fb+Ve3qWkRmn+BfjbT3+OdxkTJ+j3Ji7SU9NBMEOHP9fT6XQQiixM2tmZdrTejHEdTtR00O7OjmNSFidYKmia1Idzt6Pd7YGmLUwaNsIgSPVnyog0Hxt9NmZM1huuMAfViZ1HvTG76TZd30fIyTE5S8KkbOkGEpV6S8rlMpLsHJghbmzlrWCGicQpSnuGEQQBqG5K/4HqWHOoVtU5qxZ9TcR0E5GAjslj3UU6nQ7+9E//FB/96Efxla98BcA/dYAUCgX83u/9Ht7whjfAMMS1ssqC12wgub/Iu4yRSJwiWq78i9F6vY6+IJEo4xBn5rBf3uZdRurEcYwgisGm7A67FWF+BVc2L/IugxuUUhDGprNA0nQQxsAYgyb5giwtyuUyktzi1K/bzyxgY+9g6tedBpcuXUIwd1qJGNcj/JX78OWvfESpeQ7XkyQJqKZP/l6kaaDQQAiZybVuu91GTxNYmLSy6DQ6vMsQCkopxk3sJFYGne5sOSZnZsYkAMpUdkz6oOZCuj9UN2YiFv32CH4K9zRM0xHHCe8yJo7nuUhOiXFukTgFeJ46EX2j0ur4oMb0zykGbu7ZiZmWzjHJu4CUePKpc2gWzvIu41g0i3fi3LlzOHPmDO9SRqZSqYDmp3/ukza+PYedgxLvMlKDCf4NVyrK9TOf+Qze8Y534MUvfjF+6qd+Cl/+8pfBGMMDDzyAX/qlXwIA5PN5vOlNb0rloOYP//AP8a53vQvf+q3firW1NSwsLODhhx++6b9vt9v42Z/9WTzwwANYW1vDy172Mvz8z/88ujfZTFNK8bu/+7t49atfjdOnT+O+++7D29/+dmxvbx+79jRot9tgTl6+bghNA7WzaLfldjXVajV0DDEW+OOQZNSMWTw8PATNizNfEgDiwgoO9uV3CY9Lt9uFNkXHnmbnbnpfn0VKpRLa9nTnSwJAlFvCjqLC5N9++rMozcs7VP5GMNNGWFjFlStXeJcyMVqtFjCFSGkAQKYwuN4M0vDaiK0s7zJuCrVz6HZPhMlr8X0fmj3ee0ZnUZiUbe81LorPmOx0fVAz/UhFKnpr/BSQRRBgmo5kBoTkfs8HFSTJgFpZ9PzZcdlfT6vrg1rTFyaZbiIRMKpvUsxS7LpIfOHxJ+HNyS1Mtubuwucfl3POZKVSQd+RN9XviDi7gJ39Q95lpIboq8LBvG3xmrSGFiYPDg7wwQ9+EC9/+cvxvd/7vfjjP/5j9Ho9rKys4J3vfCc+85nP4NOf/jR+/Md/PPUi3/ve9+IjH/kI9vb2cOrUqVv+W9/38V3f9V34rd/6LbzwhS/EO9/5Ttx///34jd/4DXzP93wPghtErrzrXe/Ce97zHjDG8I53vAOvf/3r8fGPfxzf9m3fho2NjdR/n1EplUqIObhg0iDOLaFUkrsDYr9SQ+TI5Va9lsQpoq3gLL69vT10s+LEuAJPdyiGIRIBb/bTwHWnM1/yCOLklRqWfVy29w7QsRemft04t4BqRc4YlFvBGMMXv/Rl+Cv38S4ldUpz9+GTn1E3ztV13anNWEqcAppN+dMhxqHhtUBEFiYNG9FJ1OKz6HQ6oGMKk8TKwu/MjtBLmeh9z+nBoIEoPGOy2+tNRqzRZmNuoQowTQehaguThJCBI16UhgpNA2WYWWdxu9PlIxI//brPCowxMFE+8zPElcuXEMzfybuMY9GfvxOXL1/iXcZYHFYqaJlqCJNlhaJchUfXhTyrHlqYfPDBB/H+978f29vbsCwLb37zm/Gxj30MFy9exPve9z488MADEyvyN37jN/Dkk09iY2MD/+bf/Jtb/tv/8T/+B5566im8613vwp/92Z/hF37hF/Bnf/ZneNe73oWvfOUr+K3f+q1n/ftPf/rTeOihh/DqV78an/rUp/Bf/+t/xe/93u/h4Ycfhuu6ePe73z2x32tYyuUyOhxcMGnQtedQqVR4l3EsDqt1xBMSJu979IO453O/CwC4+7EPT+Qa0A3ESazc7Jj1rW14jliOSQCghWUcHqrT9TMKrusisqbnLo6sE2HyWrb2D7g0sTDTQRCET8feqcP29jZCZx7UEqPzPE26qy/AF774Jd5lTIxms4nQmk6TRDjD96Gm4MIkNO2ZyO8TBnS7XZAxD0qpmUHQn525VbOEBkBT2HHS7/Un4piE5aA/Q5GJ1yOVq1jXQYha69TrabVaQEawlCcnL3161rh0fH/s5+1xYZo2M4KwdI5JBunXpbVaDbGVBZvEc3WKMNNGZGSkTJfb2T9EmJFTI7iWJKPG+DfgqAlH7HsR0yV3TB4dOC4uLuL3fu/38NBDD+GNb3zjVGbqfOu3fivuvvvu2/47xhh+//d/H4VC4TmC4rvf/W4UCgU89NBDz/rzo//9cz/3c7Dtf7qxfsd3fAe++Zu/GZ/85Cext7eXwm8xPrsHh+hKKkx2rHnsHsgt0tQbDZCMvI5JAGB2Fr5iUSpXNncQ5Vd4l/Ecutkl7vcMXriui545vUPqnpmbWUHgRhwelvm563NzaDQafK49IT772OdRnn8+7zImArVz6OsODg7UjOBtNBroGNMRJrtGTrnP/rC0Ox2QMd13U8Owb5iWMqu0221E4x6UatpMRVfqmspS3fUw6Lq6v22/3wOdwEx6ZmXQ682uWE8IATQ5ZlUzTf2ZoNNOrhkG4hRmdq/W8/2J3HeGwsood/ZzM5hs6Qa6Lr0wee7cOXhFuWNcj2jNncW5c+d4lzEy+4dlJNkF3mUcH00HYZoS6ROEEECfvD52HJhmyO2YvOuuu8AYg+u6+NEf/VE8+OCDeN/73ofNzc1J1jcSGxsbODw8xCtf+Urk889elOXzebzyla/E9vY29q+ZAffZz34W+Xwe3/RN3/Scn/f6178eAPC5z/GNO9vaLyGW9KYT5xawtS/3wWfLbU4tEm5S0EwR9XqddxmpUjrYR5QXK8oVADx7CRvbu7zL4EK92YQ/JTEAAHwjh3pDjQ6rNGi3PBCbz4FEmF1EuaxWnOunH/tHtFfUmi95LdX5e/EPX/hH3mVMhINKDaE9nYaiwC7ioCJfp20adNptEGt6c4XHgWVm161xIzqdDgJ9/INSps9OdKWmaRB/WkxKsKPfV03CoA9qpC8QUNOeaWGSUgrocgiTmAEHmeu6CKaUFjEsoZ2f2bj7Xq/HZcYkMGiamBVhUjrHJDTphcnHvvIkmooIk83iWXz+8Sd5lzEytVoVcVZO89L1sNy8EmfVUgiTui7kWsgc9h8++eST+NSnPoWPfvSj+MQnPoG9vT186EMfwoc+9CG84hWvwFve8hZ83/d9H+bn+X05juZB3nvvvTf8+3vvvRePPvooNjY2cPbsWfi+j3K5jJe85CU3dH4e/Zxh50xOqiO7dHiI+O6vncjPnjRxdhGlvX+UtludMYYoisAMi3cpxyKw8iiXyzh9+jTvUlKBEIJ+EAgZsRjll3Fp44q0n/njsHdYnaqInzgF7JUrM/laX0+32wUzHW6RWi1rDjs7O7j//vu5XD9tPM9Dqxeo0Yl4E7yVF+DvPvv3+O7vfBPvUlJnv1xFknneVK6VZIrYP9ydyftQz++CihzlCiAxs6hWq1z3JyLRaDbR04+xdrKzqNVqWFoSL0o/bSilgOSHh8PDQClV9j42OCxKX0BLdBue5yn7ut2OgSgrhyDANB1xHCv9XlWrVfR0sZqFfGPwzFD5db8ZwYSc2sNATAee52FxkVOSzhQJwxBUkvvQEb1eD5Yl7/nixYsXEDz4Q7zLSIVg4SwuPPUpqe5RjLGBI1vwPdiwBM4c9vb2pL9f+b4vfoqEZiCOoql83jOZ4febQwuTAPDa174Wr33ta9Fut/HHf/zHePjhh/H444/jC1/4Av7xH/8R//E//ke88Y1vHLngtDjqiL7Z4cPc3Nyz/t3R/z/689v9+9tRKpUmoj57zQaS++V07CWZItxmQ9poy36/D2rInZ0OAF0jj6tXr2J5WTyH4TjUajUkgmaqR4UV7J37W2k/88dhv3QIUnj51K5HnAL2D67O5Gt9Pbu7uwg5imi9zCKevHgZL3rRi7jVkCZf/OIX4S7cw7uMiRLnllGrN7C+vj7SwlEGDg8Pkdw1udnn15I4cygdlGfuPsQYQ0KI8PPFAiODzc1N5T7j47K9dwByDEdNbDi4evUqzpw5k2JVYtLtdgBM75D/u970Rrz5TYN9NIOGj2wzfOyJKaXOMIZup6PsfYxMaAZ2qFnY29tDsSj3yI9x8X1fGkGAaTrCIFD2Mw4AG9u76AuWYtA389jY3sELFH7db0aSJNwOqSPNwtbWFkxzpONeKWk0GpBpeiwFsLe3J60w2Wq10Kf6REX3+x79IHQySOe4+7EPY+Pbf2Zi16JWBn2q4/z58zfVBUSj1+PX9DAJ2mYRly5dkl6Y7HQ6wt+LmKYjmMJayDCMmxoGb8RYT6q5uTm8/e1vx9vf/nZcvHgRDz30EP7kT/4E9Xod//f//l9omgbXdfGzP/uzeOtb34oHHpjO4RBv7rjjjtR/ZhzHgG6Kr7zfDE0HdBOnT5+W8uG7t7cH5MQUwEYhsIsIE4q77rqLdympUKlUEORXeZdxQ6iVRRiGuPPOO6HLEm+UEv1+H8ny9CKEEruAXhAo87k+DhsbG+hk+c1cjfIrqDU3lHkv/vf/+WO4i+rGuAIANA295efDdV284hWv4F1NqvT8LhJnOgfFSaaIXrerzGd/WPr9PnRbfLEvsHKwbXvm3p+bEREKYo9/cE2cArLZ7Ey8nvNz80Almtr1PvHIX+ORv/w4AIDq5kQP4m7E/MK8ku9rHMfQJ5R8k5gOcrmckq/bMHieB/0GqVNCoukwDEPp9ypICIi9wLuMZ0HsPIK4pfTrfiMopVzP72IrOzP3po2NDUCTZ5yIrhu44447pG2Y293dRXdxOqk006K7eDdarRZe+tKX8i5lKDY3N0Hzcot41xJkFtANIunvV/V6HZrgSYtMN6BpmnCv9bFbaL7ma74G73//+/GLv/iLeOSRR/DRj34Ujz76KKIowu/8zu/gd37nd/Dggw/ih3/4h/H2t789jZpvylGHQ6vVuuHfX++QvJ0j8naOyuuZxMPFdV0wyYUxlpuD7/tSxoj2ej1EUzrcnCSJU0Ddq0u7ALqeg8MyXFvgh3F+AZ1OB6dOneJdyVTpdtog9vTc3cQpoNtuKfO5Pg5b+yV0M/yi9eL8EmpXKkq8F4QQbFzdQP8bv413KROnNv88fP4rT+JbvuVbeJeSGowxxHE8tQh2ZliI4wiO4yg9o+16XNcFk2D+dmDk0On6Styb0sBrd0Cyw3ewXk9g5tDv92fi9bQsCxpC3mVMBQ0Mlmkp+b6GYQhMqIki1G3Ecazk6zYMtm1LM2OSaToYY0q/V67XQuLcybuMZ5E4BbitPaVf9xvR7XahOfxiFgPdQRRFM/G6G4Yh1YxJTdfgOI60781Xzl1UZr7kEc3iWXzl3EW87nWv413KUHieh74jt0ZwLXF2HqXqFWm/E0dYlgVN8GYtpukAxFsLDb2S/OVf/mU8/PDDN/170zTx3d/93fjDP/xDnD9/Hv/5P/9n3HfffWCM4YknnsDP/Mzkuz7vu+8+AIMOghtx9OdH/y6fz+P06dPY2dm5YQTr9f+eB/V6XXphLHaK0g6zdV0XPUP+7O7ELqDedHmXkRqXNncQFcSNpe3llpWOCroZAzFgepExzDAHrvITcHV7F1GBn2OS6SZiygYHgJKzubmJuLgm/PDyNOgv3YMnn3oSTKE5ap1OB8ye7nObWRl0u92pXpM37XYbiWCRcTeC2DlUFFr/HJeW5yGxx0826OpZuK6XXkECY5oGwEQPZUoJRge/r4L0ej0wazKRZ7HhoN31J/KzZYC3K2wkNE2ptc6NcD0P5Bj390lA7Dxcd/aewZ1OB4zj/LfIyMBrDTeOSnYYY1IJk4A+uHdKyrnzF9BfFMttdVz6C3fh3PkLvMsYmnKlirYpfnPosMSZedRqNd5lHBtK6dPCn8BoOggR7/4z9Kv2gQ98AB/96EeH+renTp3Cf/gP/wFf/OIX8cgjj+Ctb30rcrnJH17cd999OHPmDL7whS8MBo9eg+/7+MIXvoDnPe95OHv2nzo8XvOa18D3fXz+859/zs979NFHAQCvfvWrJ1v4LajX6+iaYi0wR6VrFqQVJuvNJnxD/IO320GcPDyFNgX7+/uI8vxEmNvhWgvYmTFhst/vT82hdC3MsKQaVj4pKoeHiHP8HJMAQAorODiY0jysCfLFx7+KSlGtDdfNoKaDyMqhXJYnAul21Go1kCnPICbZBSU2VKPQarUQcTx0G5bEzqHp3jhJZRbxO+1jRbkmdh7lRjPFisTFNk1oMyJMapTCVliYpMZkhElq2PA6s9WUci2Dw3VZBAFNajFgGDotD8QR69yI2Hl02rP3DPZ9H8Ti50ghVgbNdofb9afJQJiUCImbJNrtNgLCQCVY/48CtXPoJ/SmSYqisVMqI8os8C4jNYhTQKfl8S7j2BBCwARPT2KaBkqfa8rjzcTl3G/6pm/Cb/7mb+Ly5cuTvhQ0TcMP//APo9vt4oMf/OCz/u6DH/wgut0ufuRHfuRZf370v9/3vvchiv5pjsj/+3//D5/97Gfxute9DnfffffEa78Zh9UafEtux2TXLOCwKueB3WGtASJBVNntIHYOfkeOB+3tYIwNNl6CdYReS5hbxpWtXd5lTBXXdcEy079XsUxhJjtxryUMQ8SUchGGr6XjLCrhFP7Cl7+K7gK/5/60aRbvwpNPPsW7jNSo1Wro2dO9F/Xt4kwKk74mVgzMjSB2Hq7n8S5DGBJCjuUGJ3YetcZsPHMt0wAUFzKO0BiBZU4v8WKa9Ho9JJMSJs0MOieOSd5lDAXTNDDFv89JkoDpYn2PZzXdptPpIJ7QfWcYqJWFOyOOyYFLSWwx4Flo8jZJXLhwAf6CWjGuR/jzZ3Hx4kXeZQxFqVxBPOUm3ImiaSCaLv2zghAi/ppI04VcC01t5XIcx+RDDz2Exx57DMDgZggAv//7v4/PfvazAIBXvepVeNvb3gYA+Mmf/En81V/9FX7t134NTz75JL72a78WTzzxBD75yU/i67/+6/HjP/7jz/rZ3/It34K3ve1teOihh/Da174Wb3jDG1Aul/Hnf/7nWFxcxK/8yq+MXXca7JerSBxxIyuHIcnMYf+wwruMsag1XCTOC3iXcXw0HYQxMMakn4E1EMAKgMC/R5Rfxu7+V3iXMVVc10XMQSyO7QKazSbOnDkz9WuLQqlUAuEY43pEK7OMq9u7eO1reVcyPnEco1w+RHT3Ku9SpoY3fxf+4ctfxb/4F2/gXUoqVKpVdMzpCpNts4BKtTrVa/Km1nQRSBLlKksH9KQJguDYDSzEzs2M0GuaJnSIt3mfBDqjMBUVJn3fR2TYE/nZ1HLQ8XsT+dkyIJVTSdNAJXUpDUMYhsKJkkcw3UQYhnAcfkLdtPF9H6HO7/clVgatGXFzyxblygBpHZNf/OpTqOXFmmObFrX8HfjiV5/CK1/5St6l3JZ6vYZkZY53GanCsvOo1+tSn+lRSsEm7/07FkwTM0pazNXLdTz22GP42Mc+9qw/+/znP/+s+NUjYTKfz+MTn/gEPvCBD+DjH/84PvOZz+DUqVP4iZ/4CbznPe9BNvtc2/mv/dqv4SUveQn+9//+3/id3/kd5PN5vPnNb8bP//zP4/nPf/5kf7nbUK3VkRTv4VrDcUkyc6jUrvAuYyyarovklLjOvJGws+h2uygW5XbgHhwcIMyJLdYnmTl4DTnji8fFdV30OcRO983czDsm9/b20HEWeZeBKL+M9a1zvMs4Fuvr64jn7xC68SFtgvmzWP/y3yjRuAIAO6UKwsx0N2tRZh47JXXicIehUm+C2OInSlAzg35vdh1N19JqtcCOGfNHnDxardmI5TNNE8aMRLkaYDAMNaNcfd9HpE1ImDQddFuze3+RyTEJqO2Y9Dxv0LgrIpk8PM/DqVOneFcyNdrtNvo6xyhXM4tufTaiXCmloBIJkzI7Jp84dw79e7+HdxkTob94N5546uO8yxiKfq8HaoqfWjMKoTOHarUqtTApQ5QrToTJ8fnt3/5t/PZv//bQ/35+fh7vf//78f73v3+of6/rOn7sx34MP/ZjPzZuiROj1fJAVuQWxogt7yFG2/NA7hZ0kT8i1BlEXsouTO7v78OzF3iXcWs0DdTKoNvtolBQ4/NzO2qNBroc5rF2jTwaMzLv6masb+2g5fCdLwkMhMnSptwzJh9/8ilUFO0EvRnMMJFk51EqlXDnnfL/7geHZSTZB6d6zTg7j4NDdeJwh6HedJHYEhwyahooGxxc6bosB+iTwXVdJMcUk4mVQ687G4eduq7PjmMSVGlhsq9PTpjs9WbXMTkQJgU/hHsapulgCjcaeJ64Y06Sp8+CZkmYbHhtxBzn8FE7i+6MPKtFPGS/NXLOmOz3++j4fRAOo3umAckU0fZ99Pv9G5qZRMH3fTDTlubZOywdq4Cq5OlDUjRrCTrjdiRhcn9/H7/8y7889sXe8573jP3fzip+pwMiQVTWrSB2Fr6kC6MoirjPbUuL2Bp0K/KcmZoG69t76Gf5izC3I8kv4+DgAC960Yt4lzIVDqsNxBzmscZ2HqXabLlTr+fyxhai4tfxLgPMdBDGCaIogm1P5hBw0nzlqQvoLXwD7zKmjps/g0uXLikhTFarFcQvXpjqNePsAqo7ckbWj4vneSB3iHkI+hycHLrdLubm1Io9GpVGo4Gedcz3TNNA2KArWFUh6wjTNGHMijDJ1BUmW10f1JxMpCIxHQT92RUmGWPiuwOO0DRQKt5hXFp4nofAFPMwPTRz8GYkAvyIhtcCOe7z9hhQw0YUBNyuP01ki3KFJmeU66VLlxAsyL9PvBXBwllcunQJL3/5y3mXclNqtRpoboF3GanTs+exJ+n4tyMGUa4S3IsEvP+MJEweHBycCJNThDEGwpj83RCaDkKpdDFxUlixRyAwM0rMWdre20c0/wreZdyWlr2A/f39mREmq/UGEnv60dfEKaBa35n6dUWitL+H6OXfzrsMAAAprmJ3dxcveIF8s3kppTjY30P0ijfxLmXqeMU78aUnL+D1r38971KOBWMMfd8HnXKXOjUz6Pld6dY5x6HTboHcI4cwSZ1BY9asC5O1egNdI4X3LFNAq9XC0pL4TWLHwbIsmAo7rK7FBJG2oeh2eJ3uxIRJNkOH/zdi4FSS6Zkn3mFcWnieB59Dcs0w+EZ25oTJptcCsVb4FaBpIIzNxLqUSndeqkspTH713AVUs/LGbA5DLXsGT5y/ILww2bfVc60mmTnsH+7yLuNYDPQDwR2TgjKSMOk4DlZXVydVywnX0e12AVvMBebI2Fn4vi9VrGWn0wEcRV5/AL6elTZS91qqlTLiM+IfhnUzi9jY2YPcx/zD03BdkNWXTf26iVNAoza7MyZ930esGWCGGMnsXmYZ29vbUgqTBwcHIPkl8SM4JkAwfwcuXvoc7zKOTafTAePx3NY0MEXmOA+LTIkS8dOziGVPjDguB5VaKskGiVNAo9FQXpi0bRsGS3iXMRVMRmBZcnyfR6XT9UHMCTUlaJrCUtdwyPP7ixlflha1pofQFPPcIjBzqDVna6/W7nRAljg7WE0bQRAIHUuZBvJFucrpmHz8qQvor7yGdxkTpb9wJx5/6h/wr3kXcgvq9To6hjxn6sOSZOZQrcidgiZLioSId5+RTjK/7uu+Do888sikajnhOjzPA3Xk6Ea/Hezp+YYyCZOe54GqIgwDiM0sqk2PdxnHIo5jxIQKI8Lciii3jI2dJ3mXMTXanovk7PS/34lTQMubrc3utezu7iIurPEu4xk6uVVcWN/Et4th4ByJi5cuwc2r3Ql6M6idQz9K4Ps+8nl51x3VahVJdoHLtUluAZVKZSaEyTiOwXR5Yh975uy5NW5EuVZH4hy/aSSwBsLk/fffn0JV4mJZFgxKeJcxFXSqrmOy4/ug1mQckwBmeobt4HBd/EM4ANKUOS7VRhPEFjMVgNh5VBuztVfzux3QU5wFQTuHTqejvDA5uA1J9AUXdMbbrSCEoFo5RPy8Zd6lTJQov4LK+UOhxxXsHVYROurtNZNMES23ybuMYyHVmkgwZm8FLRGe5yGWfL7kEZEl32yBdruNWNDOw3Egdg51ybsVy+UyaF6ODv04v4Ty4SHvMqZGGASDQdxThpkOwqA/9euKwubWNpqOOJuEsLCG9c0t3mWMxRMXr6CdP8W7DG5Ec6exubnJu4xjUS6X4XM6mOva8yiXy1yuPW08zwM4zBQeF1/PoinZGnQSNJpNJJnjH2Z0jDwaTbkPD4Zh4JicDWHSYImyjsme35tYlCsAwBq4kmYRxpg0Z3BMccdkvekiEbShPbHz0p9BjErP90E4z/xMrKwSY3xuh2yR0gzyOSZ3dnZAiqtyCcDjoGnPjKURlVKlitgRswnlODDdRBTF0n03roVSKoVjUkROhEmBabfbCI0M7zJSITQyg2hUiWi32+gr8voDA2GyKXmU68HBAXqZBd5lDAU1HQRBIGW8yKgMIv34uViZYSKKIm7X58n59Q34eXEi1uPcIurVipSLyivrVxHMzaZjEgDqmVWsX93gXcax2Csdom3Nc7l225rDfmk2mlFarRYSiRIlEqeAcq3BuwzutD0PSQpd1pFTQKlSS6EisbEsCzqdjShXlR2Tvd6EhUkzA9/3J/fzhefkEE4EPM8DEfS5TOy8dA3qx4VQCnB2UcfmbAiTDJBLDNDkmzF5/uJF1HOzsUeu587g/IWLvMu4KbV6A0lGPWESAODkpNMMroUxJmRMqgycCJMC02630dPVEMb6uiPdwshrtZR5/YGBMNlqyfUeXM/eQQmetcC7jOHJzaNelzsrfRhc1wVLwYUxNplBVPQssrm1jagoTpQrNA3Uke/9SJIE7XYLRCIXWNr0Cqfx1YtXeJdxLDZ3DxDlFrlcO84tYXPvgMu1p02z2URoienMuBGzGCN3PYwxxHEMpBDBmzhFlKrqr21s24Y2M1Gu6jomg34P1Jzcfo5aGfR6vYn9/BNSROETw26nDWKL+Vwmdg4dyc6BjkMYhmAa/xjInpFBS/Km9GEgEjaByyZMfumJ8+jM3cm7jKnQmbsTX3ryPO8ybkrLSyf9RERIZk7qs9OTKNfxOREmBabZaiOa4EZqmoRmFk3JRLFaU50oXQAgVg5+R6734Hqu7uwjyskR5QoAQXYRhzMQ5+q6LhKbn6AT2/IJYWlAKYXnNlNxwKRJv7CK7e1t3mWMxP7+PmhhBiJqbkE4dwrbW3LG8B5xUCoh5iRMRtlFHMyIY9J1XXQNedZHiVNAcwaiR29Fq9UCMum8Z3FmHtVqNZWfJTIDx2TMu4ypoCksTCZJMtFUj8RwZtYxKdfhugaVvQyD9Boxv8PMtBFFIe8ypka73QYEiNXt6Vm4nvrCpIxigFz3TmBzc2NmUoWCuTPY3BQzQYgxhjhJUmkyFJHALkgtTMoS5Sri3WdoYfKuu+7C1atXJ1nLCdfRcFsgighjxMqi7sq1MHJbbVBLnWHhzLCkj7vcPziQSpj0rHnsH6jvoGk2mwg4zmMNrPxMCpOVSgU0tyicmNZwVnBFskjQnZ0dtLPizOrkATMdhHEs9XPCa/KLt0kyc3Ab8m6mRqHakMwx6RTQanm8y+BKrVZDkkkn5jjJFOG56gu9mUwGGpkRYZJEyGbV2fNcC53wAXBszq4wCUAePUADIJkYMCxJkoAJ7jdgmg5CZsOB3mq1QBz+Z3jEzqHmerzLmDjSfasF27ffjk6ng4jpYKaace/Xw0wbIQW63S7vUp5Dq9UCBI3sToO2UUBNYmFyEOUqwfdbwLXQ0CuYvb09vOAFL5hkLSdch9tqgygijFErC1cyx6TX7oBYajhWAQwiFhmTrkPrWtxGHUlWnkz1fnYRGzv7vMuYOE3XRcfkd0jdNXIz6YbZ2NhAJy9QjOvTBMXTePLSOu8yRuLK5jZamdkWJgGAFlewvy/nPSsMQxDNADROh3O6DqIZCEP1XQHlWoOrS35UqGEj7Pd5l8GVWq2Gnp2Su143kBCq/CGz4zhAIm+jxkgk8eD3VYwoigB9sjPQQ82ebWFSlm0lg3SCwLC0220gI3izkJOfiVhRYPB+hBwbdo8gdg71GRAmpbkHXYNM53FXr16dGbfkEcHcHUKasprNJoiq8yUh/wx7xpgk6wzxahS7tWrGaXU6oIoIY8SSb/h2p9tV5vV/Boldk/1+H0Q3+R06j0GcW8L2DMwcO6zVEXOcaxJZBRzWGtyuz4tzl9fhZsUTJsPiGvZ2dniXMRJXNrcRFVZ5l8GdtrOEvb093mWMxeHhIWieT4zrETQ/G/HdtaYLIkBM2dBoGih0JEnCuxJulCtVtI0UY79nYLZzJpMBktlwTCKJBr+vYvi+D9iTbfLt67MrTGpSHMD9E5qAh3Fp4HmesPMljyB2bmaEyVarhb7O/35K7DzcmRAmZRED5OT8pSuoZcQ7b5gktcwazl+6zLuM59BsNhEKfq8/DolTQLk+e2aDE06ESaHp9XrKCGPUyqAnWbe63+0q41h9BjsrZCzBMBweHoLk5YlxBYA4t4hatcy7jIlTqTW5umcSJ4/KDC5iLl65imDuFO8yngMzLETQpLrXlEslRPkTx2Qrs4LLG9u8yxiLUqkEP8NXmPQzsyFMeq6LxJHHMQkAyOTheR7vKrixUyojzqYT5QoM5kzWavJ2NQ+DaZoAU9sV+gyMwjDUm1nk+z6YNbwT9L5HP4h7Pve7AIC7H/vwUP8NMTNw2/Ksd0Tmu970Rvzmb/4mfvM3fxO/9Ru/jrd87Z0p/nQmokkgFVqtFiLBzyxia3aEyabromfwfz+InZPOGDAO8s2OletG9MSFSwjm7+BdxlQJ5s/gq+cv8S7jOTSbTXQN/m7sSZE4RTQa8poNZHJCi8Zks01OOBZBvwdiqhGrQ00HQa/Hu4yR6Pd8ZYThI6iVQafTwfKyfAfw5XIZvrPAu4yRYIaFKE5ACFHywOeIeqOBZOlF3K5PnAJqEi9ixoExhmr5EPHdYor1UfE0tra28LKXvYx3KbcljmNEhIAZFu9SuBPll7C5d553GWOxs38Az1rgWoNnzWN3/wCv4lrF5PG7HRDJZpwkTgGe52FlZYV3KVw4rFQR59I75PftIqrVKr7ma74mtZ8pIqo6rK5H1d+z1+uBGJPdS1PTgdeZZWEyvYO4Tzzy13jkLz8OAKC6iY1v/5nUfrbKtFot9AUQwm5Fz8jOjDBZrrtCOFiJlYPf7fAu44Trkexxe7C3i/Ab3sC7jKkSFtZwcGmXdxnPoVJvILAkawwdAeIU4Hlqp7GccGNOHJMCEwUBmKHGkGFq2IjCgHcZI5HECdiE55JMm8TMSBs3tLt/gJaVXrf/tGD5BeVdBS3PA+HonkmcIloztoip1+ugmaKw0cb1zCrWr27wLmMoarUaWG6BdxlCEOcWUS3L6fK+ur2HKMdXqI9yS1jfljMKd1gYY0gIEfbeczNCKz+Ts4iPqNdqqc7o7phFlCrV1H6eqOgaBjFxKsPY4PdUEN/3EU9YmCSmg/aMCpOapkk130226NlhaboufF1sYdLXs2gqHv99RL3pIhFAmISugxCivIuHUrl+PwZ5nFWu6w4aEXV1G+xviG6AWFnhRhaUqnWuKWWThho2AslSFq9Hkq+2cIykuuzv7+OXf/mXx77Ye97znrH/21mEAerkpWsaqETfUsYYqEw7rSGJDEeqeMVr2dw7QJSTb/B2kFnA4eEhTp8+zbuUiREEfVCO7m5qOtIvYkZlY2MD3YJ4Ma5H9Aqn8MSldfz/eBcyBIeHh+hnFniXIQTUyqLnd8EYk+4A76BUQnz3g1xriPPL2N/9ItcaJo3v+4CEaRJdIyfcAcO0YIyh1/NBU4z6i7ML2N4vpfbzRMUwTWiUgBlqNSpei0YJTEvNxADf9xHqE3ZMWhl0JN1bHZfBOkGO/bImSZ3jUGmIP/eZ2DlUGrPxDG56HsiyGO8HMx0EQYBsVmzh+rgwiWyIMiUUbG1toZ+frfmSR/QLa9je3sbiIt8xIddSazSRFO7hXcbk0DQw3UAcx7AUXZeecGNG2mUdHBycCJNTglIKyZp/bgtlkOawMwxDQMFYv1CTV5g8KB0iPvMS3mWMjGfOoVQ6xMtf/nLepUyEJElAofFtotA0UGhIkmQwE2oGuHjlKpqZVd5l3JRo7hS2zz3Ku4yhKB2W0bLScxLJDsvk0Wq1sLCwwLuUkWi5TST3F7nWkDhFtFy1XXmu6w7c2pIRWnmUa7MV+X1Ep9MBSzl6N84t4KD01VR/pohkslnoJARRWJjUkxBORs1Da9/3EeiT3c9RM4NuU840mjQQf1f/T8hwBjEO9aYHYp/lXcYtIXYe9eYB7zKmQrvlgZwRRJh0BvO1VRcmZUMWx+T6xiYajnwjoNKg4SxjfWNTqDM8z3VBltV1TAIAMkW4rou1NfkEccbUnWU9aUbaZTmOg9VVcQ9CVSIMQ8BUI8b1GUxbmo6tXq8npSPgdgS6hb6kzjK3UUfyfPnEgzC7iI09dTdirVYLyAiwQMoU0G63sbQk5szFtDl3eR3B3DfwLuOmUNNBEBP0+33h7/k7B4cIHflioidFkl1AtVqVSphst9uDmdC8Dx017ZlZzsWifOLdMDSbTUSWGAduo5DYBZTrdd5lcKFcLiNJOa46zszDbaj/emazOehJKMS8sEmhJyGyOblmxg6L1+4gNia7nyOmg56kYzKOi0yOSVnKHAfXa4EsvIh3GbeE2Dm4nse7jKkQ9PkmCV1LYufhui7OnJEvdWoUZHJEM8hh1ACAc1c2EBRfwLsMLgTFUzh3ZQM/wLuQa+h1OyCWmuu1I2K7gGazKaUwecL4jCRMft3XfR0eeeSRSdVywjX0+/2JC5P3PfpB6CQGANz92IcnP2BeImGy3++DqSYMAyCGjbbf413GyIRhCKIZgC7XTCsAiHKL2D34Cu8yJobrijFHg9iD+WGzIEwyxlA62Ed05k28S7kl8dxpbG5u4qUvfSnvUm7JYa2GJPNi3mUIQ98qoNGQy1lWKpUQ58Xo6E3yyzg4OMCLX6zmZ8p1XfRM+TbFiVNAvXGFdxlcKJfL6KbtCtcNJAzKxy3lcjnoScS7jImikxA5RYXJZqsNMuFGU2plEPTl21ulga7r8gxUYhSaZLORh6XdboGsif0dJnYe7XaLdxkT55nUM0GEp76Zg6e4IKxLNiRZY/K4t3d3dhA98GreZXAhKqxh98IneZfxDIwxEMqEubdMitDKDowPJ0wMEVdtaq7OFCAIAjDFokSZYSEIAt5lDEW/3wcRpNMtTajpoN2Vr6u3XC6D5sXJdx+FOLuIWqXMu4yJ0Ww2EQrgngms/MzMD6vX66BOQXihvpZdw+X1q7zLuC2NegOJhNGUk6Jj5FGvyyVM7u/vo2WL8Yxo2Qs4OFDXJV9vNOEbYh+A3gjiFOB5s/GMuJ690iHadvqucJZbQK1WS/3nikQ+N3BMqoyehMgrKkx67S6oOeEEHE0HpXSy1xAUqRyTYAMhVUFkcNEQO4uepONkRqHdbgOOOO9F18ihqfj+WKaZjQCkiXoMwxBBFAvj/p021MqgH0aIIjGa03zfB2z1Ev2up6fLK0xqmibFkkjEW5CaqzMFCIIAVDHHHjVsaYTJXq8Hoqv1+gMANRx0JIwbKpfL6EkatchMG0EYKnto4bouugIcUvtGbmaEyY2NDXQLp3iXcVt6xdP46oXLvMu4LZ12SwjXryhEThH7lSrvMkZifWcX3YwYwmQ3s4T17V3eZUyMUq2BxBEgvntEiJ2D3+nwLoMLW3slxNmF1H9ukFlAuaxu4xUAFAv5GRAmI8zl+a/jJkG725m4YxIAKIOy6/xboes6NEkckxqTJz5xFBhjIEwCF42mg1AqzWy9cWk2myCOOM2OsZ3HYU3x2HVNk8e5DUhT68HBAUhxhXcZXCHFVWGaTVutFpij/nlFYGZRb8p7pif6o1hUpiJMfulLX8K73vWuaVxKGcIwBNXVckxSwxrMzpSAfr+PWDHHKgBQ00bXl2/G5H6phJYlpzAJAMjOodls8q5iIlQbgjgmzRyqdTVf4+t56tJlNLLiC5Nh8TS2tzZ5l3FLGGNIEgLoBu9ShCFxCijX5HJMbm7vCRPlGuWXsbmzx7uMiVGtN0AkFCahaSAzKh4clsuIs+kL955ZxOHhYeo/VySK+RmIck1CFAv813GTwO/6g/nDk8Zy0OvNXpyrJpUgwKBJFvk4DIPxP+k5mu579IO453O/C2Aw6idNmClPk/q4uK6LUKBmx8TOo1JTe38soxAgQ5NEqVRC1xGj6ZMXXUecFJxWq4VEcGd8GhA7j1rT413GWMi1JhKLiQmT9Xodv/Ebv4FXvepVeMMb3oCHHnpoUpdSkiAIkCgmTCa6NVg8S0Cv10OoKeiYNB34Em6ct/YOEU2g239aRAq7Cg5rDSQ2/0PqxCngsK54R+jTnLu0jnDuNO8ybgszbYT06egRQQmCALBmM6LmZhA7h1a7zbuMkaiUDxHlxJgvG+WWUD4s8S5jYjRdV0rHJADAyaEzg65Jt1FHkk15xiSAILuIjV0xDmwmxUIxDz1R+yBdTwIsFMU5SE8T3/dBJh3lCoBZGaHXOpNiEI0qySEcUzPKdeCikeOwmjl55ecdep4HX8/yLuMZiFNAQ/FEIbkipQFI4t7e2N5Fa8aFyZa9iK1dMZpN2+02AlOce8ukIHYOddfjXcZYyPC9FpWhV2dnz57F6dO3PgillOKRRx7BD/7gD+IlL3kJ/st/+S+4dOkSGGP4+q//+mMXO0sMhEmTdxmpkuimVI7JSDFhGBjE6coiDl/LfqmEaALd/tOiZc0p6yqoN5pCHFITp4BaQ+2NFzBw+FVKB4gEcYfdjrB4GhsbG7zLuCntdluaA51pQawcuhKJN3EcI4xiMEHi75lpI4xixHHMu5SJ0Gl5IAI0o4wDdQozE/l9RL/fB9FNQEv/QD7OLWFnX21hcn5uDhkqx95lXDI0xPxc+sK1CAT93uRnTGIwi6o7A/PzrkfTNMmiXNUUJhMBkmuGIbHy0s4OG5ZKvYG+QO9H4hTQUnzdI50UIEnBV3d2hWn65EWUX8aVLTHGc3ieh55ATQ+Tgtg5eBI/JzSZmiQEYmjl66mnnrrp3125cgUPP/ww/vAP/xDV6mAuEWMMq6ur+IEf+AH80A/9EF784hcfv9oZIooiJJpiwqRmCjM8+Hb0+gESTT1hkhkWIknE4Wtp1GpI7lxI/efe9+gHoZPB4fHdj30YG9/+M6lfAwB6zgK2D9R00HieB7LIfwOWOAV4JbU3XgBQrVbBcgsTOWSeBPXMKi5dWceDDz7Iu5Qb0m63QSz1F/mjQK0M+r48B6yHh4egBbGEelpYRrlcxl133cW7lNSJ4wTMkHN9Glp5uK6Le+65h3cpU+Pw8BAkP5mDpTi3iOq6mmkQRxQKhRkQJiPk8/zXcZOAEApMwSWXGLMrTMoTWyaHS2lUPM9DIEm8X2hllXdMHtYaILY4jR7UzKDfU9vNreu6RPchSGPuPDgoIXrhN/EugytRfhml9U/xLgMAUG96CCW51x8HYufRlSy56Qhp1hgCljn2yUK328Wf/dmf4aMf/Si+9KUvARiIkZZlIY5jrKys4OLFizCMk7lN4zAQJtV67RLNkEeYDEJQFWdMGhbiWI734AhCCKJE3oNQAIhzC9g9uMK7jIngd9ogNv9FErFz8DtyLmJGYX19He28+PMlj+jPncFXL1zED/Au5Ca0221EMxCLMhKaDkIl2TUD2N/fh58Rq6PXzy5hb29POWEyCAKpn8U9M6fsvOebMZgRtDCRn80MC1GcIEkSmKa8n4tbkc/nYRO1hUk7CVAoyOmCvhWU0qmd/4aGM5NRroZhAEyOub0ao/IcGo6AaNGht8LXs8o7Jmv1BpLMHbzL+Cc0DVTTlX5O67omlUtJY1T4WGlKKfxuB1SAMx6eUHuQIkQp//es5noglnprteuhho0gkC/hD5BImBSQkb9dn/vc5/DjP/7jePGLX4x3vetd+OIXvwjGGB544AG8//3vx4ULFwAMFqonouT4xHGMGGq9fnIJk3Ifvt0MZpiIJXkPjqjX62A5cToPxyHOqjljkjGGhFIx3HuajoRSMJk6JsfgqYtX0MzJI0yGxVPY3dnhXcZN6ff7iBScJ3xcGAabUhnY2N6FK9gMFNdexOaOGDNJ0sR1XbCMvJvinpFDvam+s/5atvcP0LIXJvbzWX4RlUplYj+fN8ViEabiMyYtEiopTPZ6vanNkO7rzkw6JgdOJTnWCmAMhoJ7+1rTRSSJiyY0c8qP3Wg2m0icIu8ynk2moLRT1dANuRyTAHeR63a4rgtMYDa5lGTnhPj+tNqd2Uh50jRQyb7PR0gTby9giUOvzj70oQ/hD/7gD7C1tfXMwe/q6ir+5b/8l3jrW9+Kl770pRMrchYJwmgwE0YhEs1EKIko1gtCMF2wRWUaaDqYJIfNR5TLZYQZsQ6dR4XYeXQkjSS4Fb7vA7Y4CyTNysL3fSUP2I44f/kKwlPfyruMoWGGhVgz0W63MSfgDCtV5wkfG9NGGIbIZsX5ft+MK1s7iPIv4F3GsxjMJNnkXUbquK6LWNL5ksAg8vuw1uBdxlTZ2N5DnHvexH5+P7uIUqmEO++8c2LX4Ek+n4cRqy1M6rGajknf98GmtEaNDAdeW57ZzGkxcEwKeMJ1AzRGYRhiiwHjUG24SCbYfJImxMmjonhzULfdEiJJ6FoSp4Bms4mVlRXepUwEQ5cpUhqABI7JWq2GODPPuwwhiDNzqFarWFrim87T6XZB5yc/M1sI9MEIONuWq3lc13Up3NsiGjuHviO+973vxdbWFmzbxvd+7/fiYx/7GC5evIj3ve99J6LkBBgIY2oJk0w30QvkiEPqBwGogl2VgJANErekXC6jbUkuEmsamKleN7XrumCOOIdZNJMXoqNtUlBKUa9WEOfkEur7xdPY2NjgXcYN6fX7iBSb55wKlo1+X44YlYP9fUR5sWZMRvkV7O+p6Zjsm2IduI1C4hRQrc+WMHlQKiHKTe4wxTXnsafoDG1g4JhELMe9cGzi/uD3VIxOpwNiTucQj1hZNFvqNSDeDrkck+KLAePQcD3hhLCbkdh5NF2PdxkTg1IKwiBGktA19K2C0jH2hmFIIQY8A2PC34uq1Sr8GYgNHQbfKqJWq/EuA77vT21Nwx07K+W5qa7rcjgmBWTkO6JpmshkMshmsydRrRMkCEPlokSZbqIviTAZBCGYgjMmAUCi0WEAgK39EnoTmo80TUh+EdVqlXcZqeJ5HiIrz7uMZ4is/CB6RFFKpRJoYVnMNqdbUM+s4fwlMWesdro9UEOubrxpwAw5hElCCPyeL9wMFGrn4Pd8EEJ4l5IqjWYTXUOs13oUiFNQ+hlxPYwxtD0XZIINRGFuGVe2dif283njOA6QyJH2MjaJfF3pw9DtdhFP6RCPWlm4rVl1TMohTGqMQlfw7MrzPBBbnL3YrSB2Hq7CDaTtdhtwxFsjdY0cGg11m7I0Ta4Zk5Bg3u1hpYqO7MaAlOiYRRyW+Y8s6Pk+qDUbwiS1MlLO7R58ryW6FwnE0MLku9/9bpw9exa+7+OP/uiP8P3f//144IEH8N73vldYJ4TMRHECpqm1eGa6gThJeJcxFEEYgqoa7/f0AHRZ2D04RJxd4F3GsenZ88rNmRy4Z8SJeuwbOaUdk+vr6/Akmi95RDB/Bk9evMy7jBvSD/k3odz36Adxz+d+FwBw92Mf5lrLEVS3pJgJXa1WwfJiOohZTr1mlHKtKXeUq51Hp93iXcbUaLVaYE5+os0sUX4Zuwq6g4/QNA26JllM3CgwBkPThD8kHYdut4tQn5ZjMoNWZ0aFSVlGhDCmZFN9R8Do0JtB7By6Cj+DG40GSEa8sRWRXcRBpc67jImh6zp0icQADeLPmNwplU+iXJ8mzs5j55D/GV4cR8olKt4MYmakdExKM2NSQIa+I/7sz/4snnjiCfz5n/85vv/7vx+O4+Dg4AD//b//d3zjN34j3vCGN+AjH/kIWi11FxvTJIwiMF2txTPTDYRRzLuMoYijSDnH6hGaYSKO5XgfAKBaqSDJLfAu49i0zCIOBFjUpEnT9dDVxREmfSOLpsJumCcuXkErL58wGRbWsL+7w7uMGxLFiXLP2jRguhwNLLu7u+hlxYpxPaKXW8aeYoJNpd4AceRwZtwQ3ZDic50We3t7CPOTnSmVZOfhNtQ98ASATCYLnYjfqDEOehLCkWCW8Dh0Oh30dWcq1yJmFt0ZFCZlinLVGIUhuBgwDnGccG+wGxZmWIgkOQsah2aziUCgJKEjBvO11X1OyxafyCSIlS5XakiyJ8IkACSZORxW+Ee5UsakS80al8iQcwSWLLHSIn6KRrojapqGb/3Wb8WHP/xhXLx4Eb/yK7+CBx98EIwxfPGLX8RP/dRP4UUvehGAQbwWlaWDTkDiJFGuI4LphjSCWKygY/UImd4HAOh22iCWHJ2gtyLKLmJrX605TOV6A8kxI+LSdIvFdh7lurozNC5evoJg7gzvMkZHN0DsnJDzTaI4VvZefxyYJoeAs7mzi6YtpmOyaS1ic1tMQX5cGq6LRGLHJAAwU46Y4jTY29+HZy9M9iKaBmplBhF2ilKYm4MR9XiXMRGMuIdiUTyHTxo0W+0pRrlm4PvyHaIdF13XJXJMii8GjEocx2CS/U5M06U6hxiFer2OjiGgMJmZQ13hKFfZHJMy3IuazToSAd2/PEiy82hybsCLoghQTBu4FaFun0S5zhhj3xEXFhbwb//tv8Xf//3f47Of/Sze8Y53YGlpCWE4mCHYaDTwohe9CD/3cz+HCxcupFbwrDBwcYj9wBoVphmIJDjoBICEKOyikcgx0O12weysEt1BcW4BB6VD3mWkSrXeFGquCXEKqCoqTBJC4LmutJsEv3Aa6+vrvMt4DoMmIEXv9ceASiJMXtrYRjRhR9i4RIUVXNrc5l1GqrQ9T27HJADmFJSO/L6Wy5s76OUm7yiO8ys4ODiY+HV4MTdXhK6qMBn1MTcn57ridjRbbZApzWOipoNwRhoerkXTNGn2aBqjME21DnY9zwMmOEN4ImTUfQYfVGoIHfHm8iVOEV5TXWHSMAzokKRBAgAoFT5WOgwCUEO92dPjQA0bYRBwraHX6wHWdBIgRCDQ5BUmhXdvC1pfKsrXS1/6UnzgAx/AxYsX8ZGPfATf8R3fAV3XUa/X8du//dv45m/+Zrz+9a9P41IzQxxHyrk4mG4gliS+g8SxuofVhjyOyUqlApIT0w0zKkl2Ho06/xiINGm67rEdk2mSOHk0FI1y3dvbA51bleYA6Hoa2TVcuCyeMEkIAZP0NZ0kVNNACOFdxm3Z291FWFjlXcYNiQor2NtVK8q13++BTsmBNCkSO6/soej1bO3sIcpPXpj0nAXlYouvZWl+HkaspuhkxD0sLqgZ1+a1OqDWlGJqNQ1UzLOeiSPLCkqjBKbgYsCoeJ6HRKAG0WFI7Jyyo59K1RoSAYVJZpiIoxhM0APp42IYBnRJIqUBCC9MEkIGz7OT/fGAp5/vPNMggyAAM2dHmCSGhR5nMXgcZIm3F3GufKqWPMuy8L3f+734oz/6Izz11FP4T//pP+Hee+8FYwyPP/54mpdSnljBuVdMNxBL4MAABo5JKPb6HyFLRB8wECZ9W7wF/jgw3UScECkO+4el1fLEckzaBbQ8NYXJjY0NuFkxBZhhCOZO45yAwuQJN0aT4KiREALf90FtMaO+iZ1Ht9tV5p6vykFFYObgKtrAcj31ahlxdvLNXX5mGZe31IotvpblxXl1o1yjHlYUFSZbnQ7ItIRJDGYzy9L4mSqyPBIUdUyGko07Ca2css1BtXoDSUbMcwtmZ6R0IA2DYRgwZIpPZGILk91uF3Dkuq9MHDvLdeZhEATSzBJOA2rY6PjyNQRKESvNKDQBkzkntjo7c+YMfvqnfxo//dM/jc997nP4gz/4g0ldSkkSQsBscR9YY6Hp0ghiROF4P6ab0rwP+6VDtEyFIqZyc6jX6zh16hTvSlIh6PdBBereoqaDQNEorScuXkE7L+/nJsqv4PDiPu8yTlCIcrkMVhDbUc/yi6hUKrjjjjt4l3JsOp2OEgcVXSOr7KHotfR6PRDdnEqTXZRfxubOP078OrxYXVyAnagZg2fFfawu3cm7jInQ7XRAF6fo8LZz6HQ6WFpamt41BUAWXVKjFJap1t7e8zz4+vTE9zToGVllm4O8ZgPJXWIKkzQzh0ajgUJBnKSjtJDOMQkxHUtHtFotYZs+ecGcPFqtFrfo+yAIQKYsTH7Xm96IN7/pjQAABg0f2Wb42BPTGdtADQu+hGd6hmEI75jUGIUuoM4xlbax17zmNXjNa14zjUspQ5IkgIBK9nFgmo5EEufAIN5PvC9sGlCJhs5vHxwizk4+hmxahJkFVKtVJYRJId0z10RtiD5UflQur19F+Lw38S5jfHQDxM6h2WzO3KHdCZNhb28PflbM+ZJH+Lll7O7uKiFMep4HKlB097hEVh5lRWcRX8ve3h6SKcUcR/llVC+rNUP7WhYXF5EnfagoTRZoHwsLC7zLmAg9vztVxyR92lFxssYRE40R5RyTtUYTgWSOyb6RQ72pnjDJGEMcx8K6mgK7gHq9juc973m8S0kd6WZMCu6oarVaiCW7r0yayBpEUN91111crh+GIYg+3XvLJx75azzylx8HAFDdxMa3/8zUrs0MG72+fJHfhmFIMGOSQjfEOycVr6ITABwJY2q9PUw3QCRx6jFKxRJcUoTp8kS5HhyWEecWeJeRGm2riHK5zLuMVBjEfAjYpcs5amMSEELgea6Qc0tGwS+cxtWrV3mX8Sw0TRd/AckFJnQ3LwBc3dpB0xH7ALhpL2FjW42IS8/zEClwUEHsPKoN9Q5Fr2d3dxfetL4fuoEEOvoSdjcPw/z8PDKJmlGumaSnrDAZR9MVCRIzM3CWzxhirxT+CY1RWIoJk+WGK9RIjWEgTkHJ5iDf98EscWdwd8yBMKkiAzFAHmFS9HEZrVYLgSHgGQ9HAiPDdTZuEARIdLWeX7eCGhZ6fflmTMrhmGRCOibVUr4UQkVhEpoOwnFo8EgIfiB7HJimcx3ePArNWg1JRp3ZNz17ATsHargKPM8DtcVzz1Anr1xM3/7+PmhhRfr7UiOzigtXxJozaRpyDCmfNroEzoJLG1uI8mI7JqPCKi5e3eJdRiq4roueAgcViVNAo6neoej1XNrYRneKiRNJYRV7e3tTu940WVhYgBWrKUyaka+kMEkpnbp/JjSyaLfbU76qAGgaIEODF6MwFYtyrTUaSCRLMkicAmoN9Z7BtVoNNCvumUVgF7FfrvIuYyKYpilVlKvo2/l+v49Qt3mXIRShbqPX47cODIIAsSamG3sSUMNGP5BPmNR1Cc6VmJjJcmKfOs0whJCpzIWZJkzTpXFMCp6wcCwYtMHnS3AIIYiSBMxQ5zYVZ+excyCWY2xcRHXPxNZAmLz77rt5l5IaV69ehZtb413GsQnmzuCpS1/mXcazsCxLqi7baaExOuj6E5i93V1EL3017zJuSVRYxf6FT/IuIxWargtfAWGS2DmuXc/T4ur2DsKl6X0/PGcJOzs7eOELXzi1a06LhYUFaIFaSQxHaKGawmSv1wOs6c5A7+vOTDomB24lAqaJvV8bzJhU62DXcz2Qu+QSJomdh1vzeJeROvV6HX0BG3aPSDJFHJTVbB6SzTEpOn6vh5CzCMZzvuGNiDQLPY6pIEEQIBL8GZsmzLAQSCpMip7EpZ0IkyeMAkkS5RyTTDekEMQApXVJaRyTzWYTyPIZMD0p4twiKlsV3mWkgud56JviHVL3zaxyjsknL62jnZN/LmlUWMHhJbE2xZZpQqNyPJemiUbFdkzGcYwgikAFjs0CAGpl0A8CxHEMy5L7QLTa9KSLjLsRxMrB76ovHtQqZcRnF6d2vW52GZc2t/EdU7vi9MjlckAc8i5jMsQhslnx1nLHpdPpgDnTbZ4LjAzc1uw5Jg3TBCgVPodLYwSOAs+wa+m0WyC2eE2it4I4eXRaHu8yUqder6NjiCxMzqNaeZx3GRPBsizoEu3lBDdMouP3wUy+jkme8w1vBDVsdHx+wmQcx0ggdsNwmjDdQBLHvMsYGRmiXMEYdAGbzwVfQs4ulFL1hElNB5Vo0aAqDJoUwmSlUkEkcCTKOBBbnc1Y0/Pg6+IdZnX1LJqux7uMVLlydQPhnPzCJHQDxMrCdcWZ72ZbJjR28ly6Ho1RoYXJg4MD0ML0YiqPAy2uoFQq8S7j2NSbnnQHoDdE10GI+Gug49DtdkF0a6rJK1FhBRtbasxTvR5N02AYuhxxlaPAKExDF36e8Dh0Oh2QKTfPUSuLmmLrz2EwDDnWURolcGxx1zXjkCQJmGRzx5huIpElQWsE9g6rCJ10Gqrve/SDuOdzvwsAuPuxD6fyM5NMES1FY+wty4IuwT0IAECpkPPdrqXb64FOcT6zDFDTRpdjlGucJKACutwmBdMNKZ8Tuq4DgusdojomxavoBAAAJQRQTJiEpv5hkAwwTY4o13K5jLaplmMSmgZqWOhzjIJIi0q9iUTAzuPEzqOi0OwSSincRl2ZWav9whq2t7d5l/EM2YwDjci38J00Ok1g2+LOF9nd3UU7I/Z8ySM62WXs7u7yLuPYeK0WiIDx3ePAdANhqKgDDsDe3h7iwnS/H1FuCdWyGjO0b0S+UIQRqTVn0oh6yBcVW2c/TbvdRmRO11FP7Cxcb/Yck6YsyROUwJY8ueBa+n3+rqZxkTWm71YcVKqIM0XeZdwUppuI4hhMtQYbHN2D5NjLaTSBIfis24EwOd0odNGhho0uR8dkFCdgmtifmzRhmi7FefX1mKYpvGNSYwTmiWPyhGGhlJw4Jk+YCLJEue6WyvAdNcSYa6G5BVSr8g+frzVcEEc8YZLYedQa4jjyjku1WgXNLwKKOBoazgrWNzZ5l/EMuYwDjcoXFTJpNBLDccTdlF7e3EIrI4dj0nOWcVmgz/y4tCWMjLspTh7ttroCwvbODlxnyt8P3QAxbHS7as5iXFxchBGq9buZYRcLi9OL+50mnU4HfX3KwqSVQ0vh+8rNMCQRJg1QWAInQYyK53lgjrjRobeCZYrKjd2o1WpIMoI3ejg5Jdc+lmVJcQ8CBqKAIfisW78XgApe47Shhg2fo2MyipOppqBwRzcGRi3JMAxDeMckKB1E8AuGWsqXQlBKAQEttsdC00ElcUwyhadMUkmiXHcOSogVi3IFgL4zj0pF/jmTTU/MeWPEzikV5bq9vY1ubpV3GakRFNfw1OWrvMt4hmwmA1OSLtupQsR2TF6+uo2wIMf3Iiqs4vLGNu8yjk2v21XGMUmcHFqtFu8yJsaF9U34uek7iqPiKnZ21IxzXV1ZghmqNZvUCLtYW5ajwWNUWu02B2Eyi05Hrc/IMJimHFGuJiPSz3q+Ftd1EQu4DxuGxM4JNdYhDVqei8QR1zEJAEl2HrVajXcZqSONaxuDSGmRR2UAg3mGskVETxqmG4gSfo3McRIrZ1q6FbI6JgfCpNjn7BqjMATUmcSr6AQAACUnMyb5ooY76cZoUsR4VCpVJNkF3mWkTsss4lABYbLTagkZ5UqcPNptdQ6cL65vwJUksnIYosIadgU6uHYcBzZOhMnnkERCC5OHpX3EksyYjPIrODzY513GsSFEnYa50FTTNXDExtYOF+HetZexvS3O/T1NzqyswFTQMXl6TY776KjU3RaIPeUZk3YWPV+tz8gwyCIKGBB7dvaouK6Lvilns1DfzCslTBJCkBAqvKOpbxWVFCYtywIkaTLVKIEpeIMEoVS9kWLHReebOBcn6qUp3gqmGSASjtqRQ5gUszlidj7dkkEZhXLimCaHU091GJgUwqQMnYfjEGbmsb0v/xymXs8HtaZ76DMMxFLrYOji+gbC4ineZaQGtTIIoliY+W6O48CWZDM7VQSeMen7PhLNkKablxkmYujocYwAOi5hGIIpFOvUNzLKOiYZY2jW+TR2+flVnL8qf2zxjTi1uoxM7PMuI1WySRenVxQWJqfs8Ga6iTievfWEZZrCH8QBgCHoYdy4NJpNdA3xGkSHoWvk0Gg0eZeRGs1mE8iKf2bRNgsoV+QfJ3M9A2EyveaIjde/G9uveQcAYPdVb0/t5wKDGZOiO7cJIWCKjJBJCwZ90KDJiXjWolw1DUyCdcX1GIYBCJ68qFEq5JzbE2FSVBhTZqbYM2ja4Pc6gTPif67CMATVDPW+AwDi7CL2S3ILk4yxweJMxPdH47twTJuD/T1EeXUckwBA5laxt7fHuwwAQDabhUkj3mUIhwYNmojfbwC7u7uIJYlxPSIprmF3d5d3GWPTarUAAWcKj0tPz8JVbL7VEc1mEyxT5PJ8jgqr2Nzanvp1p8Hi4iIKVN7mghuRJ30sKjpj0mvxmYnLNE3K+LHjYFomNAkavHRGnz40VINStS5tlGtkF1Cq1XmXkRr1eh2x6PMlAUSZOewdyp/adD22bQOSuKs0SoSfdTswkoi5B+SGpnGdeRgnyUw5JqHJkfAnJYzANMS7B83Qp1suTr6GJ8wytVoNLKfefEngaL6D3N2KQRAApphuKgCAaQ1qlJxutztwhgm4eDgOTWcFG5tiuGqy2SxMwm9mhJAwBl3g/ej29jZcRy6XT9NZxtb2Nu8yxqbT6YAI6JAfF2JlUXfVjHLd2dlBn5Nwn2Tm4LlNJQ8TlpaW4ERqOSadqKusMNlqt7kIk7Bnb86kZVpSzJg0FJsxWak3pU0WIk4BlVqDdxmpUavV4FvivxdJdh4lBR2TpmnKI0ySGE7G4V3GLaGUgikyuiEtBiPJ1FvbCo2gDdK3QxNcydGYmLH2J3ecE6aK2F/TE0ShXC6j76gpTFIrg6Dfl/rgrtVqgWUE7tJ18krE9O3s7CAqrvEuI3W6+VWcv7LBuwwAQC6Xg3HimHwWGk1gWuI2Hpy/ugU/J5dj0s+t4Py6GGL8OHS7XcRmhncZqUGtLFxFZ0xubm2jaS/xubimgWXnUK+r44Q5Ynl5GUao1mfGCDpYWVErkeEIn1MzBbXVnl97I2zLkmLGpK6YMNloNEGcAu8yxiJxCmg01YlyPaxU0THFfy+SzJySMyY1TZNGw9BpgowttjA5cP2fyATPQtNAOD7n9BkUiiX5St8AsSvXKIVpiPd5Eq+iE07gjMyC0TAwiG+Nr1SraJnidx6OC7NzUndUt1rTn90zComtiDC5uwuX1wHzBIkKq9jaESPWMpvNQo/FmHcpCnoSIpMV1x23sbGJUDLBPiyuYWNzi3cZY9PpdBAaYh+kjAKxsmi15X0G34rzVzcRcIw67uVXsS2xO/hmzM3NAaFaUa6IeigW1Vxrx1EEZkxfhIqtnBLrz1GwLVMKYdJgVClhsuW5SCQWJluey7uM1NgplRFnxG+oJlYOflfNtY8muBhwhEZiZAV3TJ4gHtrJSDRpEL1JQmNkEH8tGOJ5OE8AoK6zUNXfSyoEv1kCwPb+IUIJFvjjkmTnUa1WBwddEtJqtRCa4goXoZlV4mDo0sY2ernJuxnue/SD0J+OM737sQ9j49t/ZqLXi7MLqAsSZ5zP54FE/tjfNNGTELmcmI0HjDG4zQaS+9O9d076O5Bk5uE26mCMCTu781Z0Oh30tMkepHzXm96IN7/pjQAGDVQf2Wb42BMHE7kWsTJoN9U8nNvZ3kH4om/gdv2GvYyrW9v4xm/8Rm41TAJN02AZBkAJoCswp44SWIYh5f3odhBCwGvSeGhkpG48HAfbtqUQJjVKhIwvG5cwDMBEHqtxC5jpKDFy44jDShXJwvN5l3F7NA3MGIw7yWTUScEAnhYDGBNeFdBpgozgwqRpmFLEc08TjfOM4sHH+uQkXQbSugNNbF9MqZBzbsWr6AQA6rr2VP29ZEP092G/XEacfSnvMiZGz55DpVLBC17wAt6ljEWr1ULPEFeY7BkZJYTJzZ1dRKdey7uM9NF0UNNBu93mLs5nMhkgPolyvRY9DpAviBnVXK1WwXILwh88PAdNA8stoFarYW1NLrcnADRbbcQTbkb5xCN/jUf+8uMAAKqbE22QoFYWvW53Yj+fF0mSwO/1QHnM1nuasLiGC+tXuF1/khQXFmGGXSRZ+RvnzLCLuQU150v6vg84fL4Dvq7G+nMUbEuOQ2yVolyjKALT5T7GY7qBKIqEdG6MSqNWQ3xajucCzc6jVqvhrrvu4l1Kqhjm4D7ENLG/FxqJkRNcmDRM48Sddz2c5/Jp0niCU0S2vf4RR+7WY9Y/qX2xxghsS7z7pHgVnfA0kn4Rb4uqv9d4TNMhcIQG8XPKa5UqkvtfzbuMidEyizgsV3iXMTZNr4W+wMJkYOTQdD3eZRybRq2K+J4F3mVMhLiwiv39fbzkJS/hWoeu6ydPpeswkhDFopjxYNvb2/Dzcs2XPMJ/OuJSRmGy4bVBLHW666npIOgrFssJ4ODgALTId2ZgVFjF7rm/5VrDpFhZXoYZdtQQJoO2svMlW60WqM1njRpbOTTc2RImHduGRsV3v2k0UUaYbDabYFnJY5gzRbiui1OnTvGu5FgwxhCFoTTu1SAzSG1STZi0bAcaSYQX7DWaIC/4GsIwDCmaTaaJRikMjnP5dF2fLbFY4t/VMAyAUUATM11FowS2Jd7zSuw794wiupvtuIgeZTbN2qbpEHgGCT5f3W5H6BmGxyXOLmDroMS7jLGpNFyujozbQewcKk25Z5d0Oh1Q0wE0sZsIxsW1F7Gzu8tdmAQAXU+ns00V9CTEnKCOySsbW2g4y7zLGIuGs4wrG1t4xStewbuUkfHabVDrbt5lpIemgYq/FBqZ7e1ttDN8vx/UdBDEsTJOmGs5vboCc1+NmE4z7OD0XWoKk+12G4nJZ41KrCxqCjTGjYJjW9Co+A50laJcG40GYlvMBrJhiZ0iGo2G9MJkp9MB4+TQHoe2UUC1KsY4jTSxbBsaiQHBm+h0EiPriL02Mg0DGuUViC4mGiMwDY6OyRmMcpX1VMYwB3O3maBjH0QVJtU88ZQcQoiyh9HQNNCTBx1XRHdM9vt9MMNWWiRIsvMoleXdFLheC4nAwjGxsmh6bd5lHIu9vT3EBTUPDQHAzy7j8uYO7zIAAE4mAz0JeZchDHoSYGlezE78C+sbCItyHmKFhTWcv3KVdxlj0W53QCxxXfLjwHQdcRzzLiNVLl7dRCvL31FMnnbEq8bZ06uwQ7nXFkfYYQd3nlJzjdFutxEafA6niZ1D0/O4XJsXmZMZk1PHdV30TDEbyIalZ+bRbDZ5l3FsqtUqkizfsRSjEDhz2CmVeZeROo5tQ6fir+kslsBxxI5yNU0TOHFMPhvKN8rV0GcsXpdRaAKfV98K0R3HGiNwbPHWQnK+24pDCAEk/SLeFk0f/H4ncETsh1qlUgHNL/AuY6LE2QU0ajXeZYyN126DCO6YbLXkPjzc2d2Fay/xLmNiRIUVbGyLIUzmcgXoifgxZNPCSkLMCxrlur+7i6jAX3gZh6i4hv29Xd5ljIXf64EK3oU+MlZmMItOIa5sbCEU4PvhZZaxtbXFu4zUWVtdRZGo8ZkpEh+nJIyVHgbP8+BzGjdA7Dw8ydefo+LYFnSBD+GegSbKuLirtTq6htzCZMfIodZo8C7j2FSrVfRtsaM5ryXJLuBA4nEyNyOTzQ4ck4JjswTZrNiNfrZlSdFsMk00RmBxFCYzjhwNQGmhUQJT0uh1wzDFfq8ohS3ga6uo+iU3lMrbIXA7NN04ESY5o4EJ7ZgcLPDl6TwcB2ZYCKNQ2tjmbqfNbX7PMBArh05H7oOhy5s78LNyRlYOQ5xdRL0qxsY4X8jDiE+EySOyLEShIJ4w2e/3EbHB/VNGmGEhooPfQzaCXm8QLa0QzMqg11NrzmT5sIQoz/+50cmu4PyVDd5lpM7q6iqykRpRrrmoo+yMybrbQsQp1SOxc+i0Z2vGpGVZMCURJlWZMXlQrSHJiJlsMSyJU8RBRd4m3SMOKxW0TPHWzDcjzs6jUpE3telmZDMZ6EnEu4zbYrMYmYzYjX75XBY6Ef+1nCZ6EqGQ59eUn83Y0GnC7frTRuaZ0KYptjBpcBbZb4a46sQMkyQJmKDDUo8L008ck7wRPSC1UqmiZcq92RoKJw9P0rinnu+DmCILk1n0fPHn3dyKnf0DxHl1HZPQdVDdFEKkKRYK0E+EyWewiZjC5Pb2NmJJY1yPiItr2NkRwyk8CmEYgBpqOE2OIIatlDDZbrdBDBsQYKZJWFzD+qZ6jsmVlRWYgdxNT0cYQRurq/zdtZOg2nS5pXoww0YYzNZ6wrIsmJBgb0+ItAed11OpNZA44q3TRiHJFFGpye+Y3DkoI84s8C5jaIidV7J5QhYxzSSx8I7JQi4LPRHffTpNdBKhkOMnKA8i02dHmNRpAlPAOYjDYJpiO45NUCHXQifCpICoHuWaJDLcVOV0sg0FY9AEnt+4XTpElJEnEmVckuwCapLGuRJCxb5H6fqgRompVyuIs4u8y5goJL+Ecpn/nJOFuZMo12uxSYh8XryIsI3NLTQc/m6w49DMrGBDQsGGUqbc3GdiOEI0RqTFzs6OMPNX49zAES9rKsTNmJ+fB0I1oly10MfcnJrpJE3XQ2JzeoZpGigbpB/NCvI4JtWZMdloNpE4cjfxJk4RDQWiXA/KFcRZic4tNA1UMxCGIe9KUiWfzUrhmDRoJLxjspiXQ+SdJjqJUOTomLRtG5YMz9mUkNkxaVmm0DMmDSbmWkjgk+XZJY5jITqeJ4JuSiFMasL7CsdH9CjXg3IV8QwIk75VRLUqX5RKHMdgAn9+jmC6PriXSgghBFGcgBniLRrSpOcs4PDwkHcZWCwWT6Jcr8FIAiGFyXOXr6JXkHsmmp9bw1OX1nmXMRKMMTAFm7Viw1ZqxuTVzU00bEGEe00HdfJwXZd3JamiaRps05K+a10jgwMfkZsUj4PntfjOQbez6HblTu0YBcuyYAh8CHctqnzmO54rv2PSKaDd8niXcWwatapcwiQAlpO3OfpmFPM5KWZMGlI4JnMw6YkweS0miVHI8RUmpUgmSAmNJELOQRwGS/AZrSbETI8Q/3R5BiGEKBvlCllmTKqxb7khGhNbmKxXq0iyanZxX0vbLKAk4fD5TqcDOOKJFs/ByQ9qlZBqtQqWX+BdxsTxrDnsHZR4l4HF+SLME8fkM2hxIGSU69XNTWEcYeMSzp3CxpZcjskoigBJ53reilC3lHJMnru8gX5BnGjOfmENW5J91odhYXkZZiDn2uIIM2xjcUkQEXsCdDstEE4zJgGAOXm0WupFJd4My7KgM/Edoqps7RljiBMifxO7biCOE6md9YwxBEEIJtkM7sCZk7I5+lYMXH7iu0C1RHzHZDabhc3EF3mnCe/ZoNIkE6SERglsW84oV8syhW5g1Bk9cUyeMBxJkkjhSBoHJkmUqyqblxshumPS73a4HihMiyQ7j92SfMJku92W4v0hVhbttpyzoMrlMgKJ5pWMS5xbwubeAe8yUCgUkGEnnaHPEInnmEySBJ1OB0RyhwBxCmi3W3I0aD1Nr9cDLLEPUcYh0NSaMbm9vY2oKI6juOEsY31jk3cZqbO2ugqzL7foZPbbWFN0viQARGEEZvI70Iqt3MwJk4bA7oAjVNnbDxpExd+HDYWTk7aJFBi8F8wW2/12I1pmEeWKfGcQtyKXzcKmEohpSSiHMCnDazlFbMbX6WrbNgwm/hl6Wmg0kViYFNsxabATx+QJQ5IkCaCoY5LphhTCpIKpZc+gMSqsMBkEAahhKTfL6kbEmXkcSrgpaLfbiC3xN2GJmZV2s3tQKsEz5YoFGocou4j9Ev8o13w+jwwVv8t2WmgCdtLt7++DFld4l5EKtLCC/f193mUMTa/Xk84NMAzEcOB11IhbJISg6/sgvObq3YCgsIbz6+oJk3efOQUzkLPp6QgraOHuO07zLmMiEELA27sXmNmZEyZ1CQ5MVdlaNhoNkIwayUIkU0Sz2eRdxthUKhUkksW4AgPH5M4+//1XmmQyGTlcfhI4JguFAmwJ3KfTxCEBikV+c30dx4EpsAsvbXQSIZuRc+9pW7bYwiQ9ESZPGJIkSUA1Nd8apkky902RzcuN0BiFYYgpfNdqNVAJF/jjEGfnUZdwvkO73Uagi79QCIyMtAdDm7sHCLILvMuYOElmDm6jzrsMFAoFWOTEMQkAYAy6gM+/ra0teFk1HD6t3Co2N+URbPr9PghH99GkoKaNdleNGZMHBwegBbGiOaPCGnZ3dniXkTpnz5xCIZJbmMzHbZw9I3cs9s0QwU3m6xl4nse1hmliWRZ0gQ/hAACMQhO0KXdUGo0GQoGaUI5DaBdQr/PfB4xLtVqFb8snEsfZBewdlnmXkSr5fF4Kl5+IzZ/XUygUYJ2MOHkWZsJ3zEkul4M5Q2KxnoSYK8j5nLNtsR2T+olj8oRhGUS5iikcHRcqiWNSwHPZ1BA5yrVarSJw5FvgjwMzHYRhIN1sjU6ng74udqcfAPR0R1rH5M5BCXFuiXcZk0fXQaAjDPkutPP5PIyTDRgAQCMxLFu8xoNzl6+irYowmV3F+SsbvMsYmjAMQXWxD1HGgekW+qEaDQlbW1toZ8VyFFMrgyCKBjNKFWJtbQ2FRM61xRHFuIO1NXFif9Ok1WqBcp6DHpk5VBou1xqmiW3b0ASffaVRAtMU7yBuHOr1OjqGnAe219Mx8mg0GrzLGJuDwzLapnznFkl2QbkZk7lcDpbowg1j0CSwbheLReixOqMO0kCP+lwdk7lcDkYi+Oc7RfQkxHxRzvEttuAzJjVGhGyOEFOdmHHiOAbVxPuwpAHVDDkckwqjMXGFyVqtho4p50NoHJiVge/L5dhottqITfGFydjMwG3LeXhYr1YRz4hzmOb5b47z+Tz0+ESYBAYbgUxOvNlFl65uIJxTw+ETFk/j4vpV3mUMTRRFILoaB7rXQg0TQaDGJv/i1U20BBTuSXEVe3t7vMtIlbW1NTiBnGkMR9hBG6uKzpj0PA+RxVe0IU4etebsCJOmaUIj4h7CAYN5VaalxtlKqVpHYPM7IE+TwC6iVJXXMbl9cCjlfo3YOXTbcj/HrkcGR5lGEyGdStdTKBSAsM+7DLGI+lwdk/l8HtoMCZNmEmJeUsdkxrahMd5DBW6OfhLlesKwxHEMoqpjUpPDMQlNAyRzsg2NwDMm98tVBBJGoowLzc5LF2HT8NogEsyYJFYWDU/OTVcYBkrOdLsRoV3k/h3I5XLADC32b4WRBMjnxNoIUErRqFYQZxd5l5IKcW4RjWpFGrd8GIZIFJx7zgwLAWe3dlpcvrqJsCieA87LrGBra4t3GamyvLwM9OWOckWvNfg9FMTzPPQNvmtUYufRcD2uNUwT2xZ7nhLwtGPSUiOSvFSpIXHUECYTp4BSRb6xJkeUyhXEMo7e0DQw00a/r474NGgyFXtNpychMlnxmj+vx3EcoR1fPNBoAtvm9wzJZrOA4J/vNHFYPDifkRDHtoX+/ojaICGmOjHjDByTar41RBLHpK7rygqTGmNC2rcB4KBcRZJRY7M1DIFdQE2yOZNeSw5hklpZeC35HJO+78+MKAkAXZP/fBnHcYBE/OfSNNCTCPm8WN/vSqUCml8cNAypgKaB5hdRqVR4VzIUA2FSzDXDcWC6yT1GOi0qhyVEAsZ/d3KrOL8uT2zxMJimCUMDQMXthr4llMLUNWH3Acel6brwdb7PsMTOozVjMyYh8CEcAGgkgaXIZ75WryuzV04yc6hKtg++lma9hkRCxyQA0Jw869BhyOfzgODpN3oSSiO26CqbNEaFscHrwRHbtgHBkwnSxKGRNN+V68k6oguThKvIfjPUVL8kJ45jEAUPgQCA6IYU82Z03RDagn0cNFAYhpjuh2qtjjgzO47JtsFflBmVVqcDaokf5UqsLFpt+VwN9XodNDs734GeVcRBhW+Uq6ZpSs8VHgU9CVHIi+WY3NjYQCcvnhvsOHRya9jYkEOwiaIIsYJrUmpYSgiTrVYLxMwAAiathIU1rG+q5ZgEgPnFJZihfI1PAGCGbcwviidip0W53kTCecYksXPwO/KtP8fFsizhD0w1lsAU0CEwDm6zqZBjsgjPbfIuYywopQijCMyQ83PVd+a4j9JIk0wmAyRinzHqcTAQUCUgk8tDT8QWeqeFHveR5fy+aZoGfYYOKyyJhUnHtsROkThxTJ4wLHEcI1HUMZlAEsekoQNM4BvKMdAEjnJteU0QRbpAhyF05rB3KNemoNvpgtjiLxSIlUW32+VdxsjU6+rMjhmGJFPEQZl/t7Sun3SGAgNhsijYpvnc5XW4WbWESTe7hnOX13mXMRRhGCKGeKLXcWG6KUWj3O3Y3t5GWBDz+xHnFlGvVqWJLR6W02trsPoe7zLGwup7OHVKjXm9N6LWdEFszs8w3UBC1GxuvRFSCJNEzJlK4xBFIZgpntthHJhpS9sg5HkeIPGZRcss4rBc5l1Gaui6LrxwYwjY/Hkz5ubnYYQ+7zKEwIx8zM0v8C4Dhq7Lm9YxImYSSiPiX49t27AE1hFEXQ+JqU7MOFEUIVHwEAgAEkmiXA1DXcckqJiOSUop4iQB09VzZtyMOFPEgWQxKj1fDscktbLo+XIKkx2T33D1aSNKjJPtONCI/CLFcRkIk2I1Hly8chXB3GneZaRKMHcaF65c5V3GUPTDENRQ77nMDBNxLP93fmNzC42MoPMCNQ0sU0Sj0eBdSao87+wZiYXJFu658wzvMiZG0/WQ8BYmMbi/BMFsuE0MwwAE3zMP5oOJdxA3Kr1eT7lxD8y00ev1eJcxMuVyGbGkMa4AEGYWsLV/yLuMVNEEjx/VkxBzBf7Pp2FYWlyAGcl3jjIJjNDH0sIC7zKQzRdgxOrMhb0VRtxHsShn44dlWTAFFiYZiU+EyROGIwxDJWOzACDW5Jjpo3SUKxNTmGy32wDn+KVpk2TmUavJFeWaSCIeDw6dxW+CuJ79cnXGHJNzcJv8D60dJwOdyPd5SRudRJgriCNMMsZQKR8iFnB+3nGI80uoHpakcJL5vQBUF28Dc1yobiEK5Rcmz61vop9fTeVn6VEPS1c/DT1K75C4l1/F9vZ2aj9PBO6+4wzyUfpRnRuvfze2X/MOAMDuq96e+s8HgHzUwt0KC5PtVgtEgL0EyxQGjqoZQIY4fI0S2Jb8LsNGowGm2LgHmp2TsnmlUqmgY8n7XsS5BeyX1HFMAkAmk4WeiHvOqCcBlhfk+MysLi2eOCafxoh8rC4v8i4Dxbk5GLF8TRxjEfqYm5Pju3I9tm3DEFiYBD1xTJ4wJP0wApXg4H8cmG6iH4i7YDhCNwx1rfKMCClM1ut1JDM0XxIAEqeAlufyLmNoGGOg4p+jPwNlkOLg/1oOylUkEkcDjQozBuIA7/fJyWSgCz6bZBrYLEEum+VdxjNUq1Ww7DygWry9poNm5ZjvM0gyEG/NcFyYboCKPANkSHa2txEV04lyNeI+ljc/m2pHdtNZxlXF5kyeOnUKxVjOGYLFuIO1NTGjf9Mg6PmgJv9Uj8TKz4wwCQCa4MqkzggcW35hcjDuQa1UlciW01W/f1hGV2JhMskuoF4Tfw06CrlCAXosrlPdSQIszsvxmTm9sgQzOhEmgUGU66kV/g2yi/PzMFJsHBQZjSZwHDnTAUzThMFEjrdnA3e5YCh20qMGvSCUwpE0DlQ30ZPAMWnourKOSVAxZ0w2m00EllqbrduiG0gI4S7KDEuv1wMsiRYJlo1+X67Ii1qjgcSRY9OSFszOwPf5bn6ymQz0kyhX2DRGJsP/UPeIjY0NdPJqzkPr5E9hY2ODdxm3JSFEPWEYGIjDRG5hkhCCrt/lP1PvFgSFNVy4usm7jFRZW1uDHbR4lzEWtsIzJimlIAxCqGShlZ0pYVJ0NKJGlGuj0UDXFPd+Pw5dMy+lMLm1f4g4u8C7jLGhpoMg6EtzBjEMxWIBRiLuvj9DQxQKcpx1LS0uIk/FfS2nSYH2hYhyXV5cmA1hktHBPE1JsW0bBsTVEfivkG+MvO+4wgRhCKbgPB/g6ZkbEkRnGaaprjDJKExTvM9Xo9FAxxAnQnBq2Dl0Oh3eVQxFt9sFJJgv+QxWdlCzRHTaLSQCxJBNE5YpoNXie8ibzWROZkwCsFgsVIfiuUtX0Myq6e5pZtdw/vI67zJuS0IImAAH/amjadIfyJVKJdDCCu8ybklUWMXuzg7vMlJlaWkJ6MuxbnsOQWdQv4J0u13AFsPx39VzcF15ElGOiwYIPdtNowkcAaPLRqVUqaFvqZWq0jMLKFX4z5oflXK5IrUwCQDMyQ1G6SjCfHEOhsiOSYmEycXFReSSGRDBhiCb9IRYN60tzYYwaUR95AryPuds24ZBxXVMiuiWBE6ESSHphxGYgvN8AHmiXA3DAETOhj4OVMwo11K1jkixeJphoJkCms0m7zKGwvd9EAEisoaFmBnphMkwCMAM+eOmRiG2ctydBY7jQCfiLiKnhSFYdMq5S+sI5k7zLmMihHOnce7SFd5l3BZCqJqOSQXY3t5GJyu2MEmtDPphJOXM55thGAZsy4Qm2TNDIzFsyxIyNSUNPM8DzYixjwitPKqN2REmdcMABG7o1RiBo4Bj8qBSReLIe2B7I5LMHPbLFd5ljIzXlH8ETZJdQKUi32t/Mxbni6nOyE4bKwlQLMrx/V1eXoYdyXWGMinsUIyGrsWFeWRnwMVqxD0UJZ0vCQg+Y5KJGeMKnAiTQtIPAlBFHZPUsKQQJk3DgKbqjEkqpmPysNZQbrM1DKFVkKar2vd9JBIJk4npcI8IHQVK6WCGp6ALhkkRGlkBHJMONIG726aFSMIkYwzVcglxnv9mcBJE+WVUDkvCu/aShIApKkyK/crfnovrm/AyYguTAECLq9jb2+NdRqosr6zCDDzeZYyE2W9heVVNBzoAuK6L2BIjcYI4eVQacjQdpoFpWUKvoTSSICPI2uY4VOsN5ebQJ5kianW5vitxHINAAyRv8uhac0oJk8vzYjsmjbgvjWNyaWkJWiBpMkTKaEEHy8vLvMvA/Pw8cmQGhMnIx+L8PO8yxsayLHEbFxkV0qAEnAiTQtLvq+uYYYaFfiDuguEIU+UoV0Edk/V6HYkgnc7TpGvmpJmt0e12ERnybOwjQy5hstvtAs7sxRl3df7CZMaxoRF1HD3jotMEti3G+qNSqYDmF9R162k6WG4B1WqVdyW3RNkZkwpweWMTYVF8ocnLLGN7e5t3Galy9o47YPU83mWMhN13cdcdZ3iXMTE8z0PPECPKNbELqDflaDpMA9O0oFFBHQIANEqQUcAx6TYb0rv0ridxinCbcuyDj6jVamC5Bd5lHJuONYf9wzLvMlJjfq4Ihwp8zhj1pXFMZrNZaMnJiBNgkDaRyfBvzJ+fn4ct8AzVtDCiHpYXF3iXMTa2bUMXtFFLpwlMQWPtT04aBCQIAlBDzA/McaGSCJOGaQACb7COi4gxTp7nzqRjsm8WUK7JsSHrdrvo62KIFsMQ6I5UUa6tVgvUnj1hMrJy3CPPso4j7CJymmhMHGHy6tWr6ORP8S5jorTzp7C+LvacSUJOHJOiUj4sIcrz7+K+He3sCi5e3eRdRqo8/64zsPtyCU9238Pzz97Bu4yJ0Wg20RVEmCROHp4kaShpYJqm2MKkIlGuQb8PasrTIDoM1HTQ74sbv3kjKpUKgoy8jp4j4uwCtvdLvMtIjWKxiCwVOJktCYUQuIbFtk+adrUkgm2Lcc9dWlqCGarvYrXCLu48JX4azM2wbVvYBAmNJLAsMc55rkfNkwbJCcIQTFFhkhkWwlDgBcPTmIa6jklRQyKDfh9Msc3WMCROEaVqjXcZQ9HudBDq8rxHge6g3ZFnAed5HmJr9oRJYudQdz2uNWQcW+lmlGHRBYr6fvLiZTSzaguTzdwpPHVR7DmThBB146UlVia73S4SzQB08RIwricqrOLK5jbvMlLlzjNnMB+3eZcxEvNxG3ecUXNmLwAc1poggsyqJ3YOflee9edxET3K1WREmKarcQlVPR/SNDDdlOJ86IhyuYy2KX8zdZxdQEnC+Z43o1gswkkENUAwBl3ThJ3vdiPmF2dDCLsVZtjFwqIYI0UWFhaAQJ4ksHEpEh+rK/IKk5ZlAYKuh7QTx+QJoxCFocKOSRuRBAvPQZSroofUAq6H4jgGk+BwbRIkTgF1SebQNFsdUEueTj9qZtBsybOgbrVaCEwxuv2nCbHz3IVJW+X47lGgRBhh8vzldYTz6sYOAkA4dwbnr4gtTFJKwSQ6SJkVdnd3ERfEj3EFgCi3hFr5kHcZqXL69GnkI7mEyVzUwunT6gqTtUYTiSPGjElo+sBtLvgM4bSwLLGjXE2Is7YZl0ajAabYfMkjWHYOzaYce2EA2D44RN9RwTE5D7cuR3P0MMzNzcFMxHTfaiSC48hzhgIAK8vLMGd8zqQZtrGyIoYwaRgGDDBA8XVFNvaxtCTGaz4OA6exuMKkfSJMnjAsUaSuMMkMSwph0jJNaFTRQ2oBn2WtVgtwxOhynjbEyXOfrzcsXrsDYsqzqCZWBl5bngW112rB1+R5fdOC2Dm0PI9rDZZlQhf4UG1qMDEO7yilaNSqiLOLvEuZKHFuEfVqFVTg9Yam60KuG2adre0dNB1JNu66AWI66EiUYHA7Tp06Bb0nV1Sn7rs4dUpdF3rT9YRxTAIArAx6PTEPydNGdGHSYGTgYpCYRqOBSNGRJ5FTRL1e513G0OyVyohzCqxPdQMxoYNkDAWYn5+HHok5g8+IeihIMl/yiDtPrZ4Ik0EHd54SpwkwXyzCiKazrth4/bux/Zp3AAB2X/X2qVwTAKywg+Vl8cdU3AzLssAEjUDWaAJL0PSIE2FSQGJVozowmDEZhYJGLFyDZRqAou4ZEY0PrVYLZAZn6wEAsbLwJTmsa3d9uRyTVgatjjwzJt1WG4k1g45JK4Nej280iWVZMKDmPX8kKIFh8HevHxwcgOaXxHxgpYmmgeaXUCqJO+NH1zRoqiqTEn+8LlzdRC8nT9RRVFjFzs4O7zJSI5vNQk8ieTrXGYNOE2Sz6q4x2i1PHMckAJopwOPcdDUtLMsUPMqVSi9M1ut1dE1xPt9p4pt5NBoN3mUMTbVSQZKV3zEJACw3L5UofCvy+TwQitkMYkQ9zM3N8S5jJM6eXkNGsmSItMlEHZw9LY4wubi0rH68btDB4qK8jR+maQKCNhzrJIFzIkyeMCyUMkBT9K3RdFAJNvGWZSkb5SriOVyr1UI4g7P1AAC6gUSSTsWu74NKNAeUmg58X8wNyo3wOl2pXt+0YIaNKODbsKLrOnRVxZdRYFQIYXJ9fR1eXl1nz7V4uVNYX1/nXcZN0Q1dHvFlRERcDw3L1vYOQkmiXAGgaS9ha1sdYRIA5hYWYIRyND8ZYRdz8wu8y5goYdAHM8Q5cImtPFxXLlftuNim2I5JXZA0iONQrtXRMwVyBKeIbxZQrsoTKdrtdkAUObeIMvOoVNSYM2kYhrCH20bcx9LCAu8yRmJlZQVFov5Mw1tRJD5WBJp3eGpFcWGSMehgUj+vNYEbejUaw3HEPGsU9d4904j5MU4PGc63LNMQeoM1NowJOXTb8zz0DXW7uG8H0w2EEkQc93o9qaJcqelwd+KNQrvrg8ygMAlNA+X8XBB5ETlVBHlGfPXCZXg5dWehXYuXP4WvXrjMu4yborRjUlIYY2jWa1I5Nnr5VVy4usm7jFQ5ffoMLEniXO1eE2fOqHtPTZIEVNOFctn3jNzMCJOiN/SqEOVaqtSQKDpjMnGKKFXlcO11u10w0xHqXnMcWuYcyuUy7zJSw7JtaALGKBpRDytL8qzZgIEwmYkUFsGGIBOJFSuqeryuHveRy8ufDKAJ2vqqEYKMLeZaSElh8uGHH8bCwsIt/+97vud7nvn373//+2/5b6cZPUQIAVNkoXMzGDThs+wt04SmYJSrxgh0Adww19N0PfT02RUmkSlIMWcy6PWkcvQR00HQl8cx2en6oBIJv2nCAK5z9gbC5AnAwD3Km0tX1hHOn+FdxlQI5+/ApSsCOyZ1dR2TstJoNMAyRakORqPimnKOyeffdQfsvhzCk9X38Pyzd/IuY2J4ngcIFOMKAL6RRbMpx+fjuDi24I5JKr8wWa03kCg6YzLJFFCtyxHlWq1WQVSYL/k0fWceO6VD3mWkRmGKM/hGwU56WF1c4F3GSKysrEDvz3aUq95vCeWYPL22inwiR1LHOJhBB4tL4gjB4yLq9kyjMTIZMc9y5fXI3oKXvexleM973nPDv/uLv/gLXLx4Ea9//euf83dvectbcPfddz/nz+fnp9fd0u/3AVOcGJqJYNkIgmCQAy8otmVBo+I72EaGUhgCWuMrDXdmZ0wCQGLn0Gq1sLYmdixbHMk1/5YZNiIJnKhH9HwfNC/mYmHiWA76/T6354KmadBOxBchBKg4jtFqtZQ9gLuexCnC81wkSSJkdI2ua0J8Lk74J3Z3d9HPi3NQMgyJU4TXbIAJ4spOg+fdeQcKT3wZMhzbFaIWnnf2ft5lTAzP85A4YsVcxk4Bh5KILcfFFl2YVMAx2Ww2kdwr1mc8LRKniGapybuMoahUKug5cs0KvBVxbgG7B+I2x43K3Pw8jLgnXKJEjgRTPVNOg3w+Dy3mO2qFN1ocCnVmvba2hmKsrmPSCjycVSDdQzcMgBJAF8sQpNMEWUGjXMU7AUmBBx98EA8++OBz/jyKIvyv//W/YJom3vKWtzzn79/61rfin//zfz6NEm/KQJgU88OSGibfA+hhsCwTUNQxKcL8sOupux4S53m8y+BGaOakcExSBnFbgG6EABGho9Dvy+VITRUrg16vJ/Rz4YTpsLu7CzK3Jte95jhoGkhxDbu7u7j33nt5V/McdN2A+kMG5GJrZweuI1lHsaaBZefQaDSE6j4/DmfOnEExkkGWBOaiFk6flv+w52Y0m02ElljrB2LnUanv8i5jKgwaehPeZdwUTYEZk36nDWKL9RlPC2Ln0W2Lvw8GgIPDQ7QMdRrn4uwCKltqzJgEgOXFeRiueI7JDOlLJ0xqmgbbdqAlEZjqxpkboCURHMcRqplubW0NViDHvXIc7H4L99z5XKOYbFiWDZ0moIIJkxpJkM2IuY7gn9c1RT7xiU+g2WziX/yLfyGsMykIAlDFb/zUtAcCrMA4ltidn+OiUQLDEG9j1mq1Qa3ZjXINdAftttiHW4QQKY+meUeEjkJfshmeaUJMB77Pbx4oYwxUoI0HNwR4Da5cWUczK+YabVI0c2u4LGicq65pSkbby8zFq9sIJHNMAkA/t4K9vT3eZaTG6dOnYfXlcPmYPVdpYdJ1XfiGWMkriVNAc0ZmTDqWJfRzQvYoV0IIiGzNoaOgaSBMjv3a9n4ZcW6BdxmpQew8Oi2Pdxmpsba0BDMSL+rSinwsLCzwLmNklpaXYYZin1FNCjNoY2lZrLX24uIi0FfXMTmfdHD6lPxnAKZlQSPiNWtpAjsmZ0qYfOihhwAAb3vb22749//wD/+AX/u1X8Ov//qv4y//8i/R7U7/odbr9UAMMT8saUEN8YVJ21J1xiQVsmPU97sgMyxM9nUHnY54i+hr6ff7gCXhvckS/35zBCHiRT5MC2LwFSYppWAnUyahQeN+MPT4hUvoFNQ9QL8RnfwZfPXCJd5l3BDHtpVs1ILEkaI7u7sIJRQmm/aiUnMm5+fngYDfc2toGANCXzq3xihUG00EpljCJHEKaHmzIUwOolzFO4R7Biq3Y7LVagEZNWNcn8HJS5EetH94iDi7wLuM9NA0UMOSZq98O06tLMGOxXNM6mF3ICpJxum1NVgzOmfSCto4JZiZyTAMWKYh9vP2GGSjNk6dOsW7jGNj2baQ75HJEmQcMU1w8q7QRmR3dxef+tSncOedd+Lbv/3bb/hv3v/+9z/rf8/Pz+MDH/jADWNfb0QQHD+D2/M8xIaYH5a0iA0bnuel8npNEpOpdxCnUQJd14V77Xt+F3RGnWIAQMwMqk1XuPflWlzXBZMwZpSZDlzXFTLC+HqoTLmzKRMbFtrtNrfvQBRFUjqC04Zh0ITAU7C5cmUdwdd8Hbfr8yCYP4PLFz8r5DPANHQhN1fHRaMJDMMU8jW/FYwxtFseiGDz9IYhKKzi3JWr+E7JXvNbkcvlocd9oVM/9LiPXC6PUKKZ26OyX64icVZ5l/EsqGEj6Pelu8eMg6lrYjew0ASEEGnfi8PDQ+FmqKZN4hRweHiIbFbceykANKpVxHcs8C4jVUh2Afv7+7jrrrt4l3Js8vk88qSHOu9CricKYBiGdPegM6tLMOuzKUyaQQt33Lss3Hu2sLQMs99GnF/iXUrqGD0Pc3Nzwr3mo2KZFjQa8y7jOZgsmaoWkMkMf74/M8Lkww8/DEop3vKWtzzngPqBBx7A//yf/xPf/M3fjNOnT6NSqeBv/uZv8Eu/9Et45zvfifn5eXznd37nba9RKpUGjpdjsL+/j1DxtyXULOzt7QndNdRqtaArKEyCERBKhYvSiqIITMCI2WlBrQwOyiXh3pdrKZVKSHT5YpAS3cLm5qbwnaCMMVA2u9JYzHSUSiVus8cajQYok9M9lSaUAXt7e8jl+DhPoiiC3w9AbbGcL5OG2jn4/T42NjZg22I1p8VhAI2q993QaAJN14V+7t4I13VBnKKUkX5RYRWblz8j3Wt+K+YXFmD1XITz4h6mW30P8wsLSr3u11MqV0CWns+7jGfzdDzl9va2FM1xx8HvdoVOGmJJjGq1Kvxe4Gasr6+jJ1hUcdr0zByuXLkidOQupRRBGIIZ4tY4Dj27iPPnz/MuIxXCMIQtWpQrYwAY9vf3eVcyMrZpIBe1MYvSZD5qwzbnhVs7zRUKsPqeesIkY2BhH81mE82mHGMSbgZjFLqAUa4GSdDpdKbymTYMA/fee+/Q/34mlABKKR5++GFomoYf+qEfes7ff/d3f/ez/vfznvc8/Lt/9+/wohe9CN/3fd+H9773vUMJk3fcccexa11fX0csoStpFGLdQS6XE7ora3t7GyYOeZeROhqlwr32jDEpD9jShFhZEMqEel+ux/d9MEs+Vyuzspifnxf6tQUGgoxuqrXRHQVi2CgWi9zep3PnzoHos7jteja6aeHUqVPc5qBcunQJZOEMl2vzhizcgSRJcN999/Eu5VmcWluFtl3mXUbqaCRBJpsR/tlwPfV6HWFRLGfYsBA7j37Px5133gldV2OayP333oPH9lyE88ffA04Ku+fihfc+X7rP+igE/b6QjjI9O4disYjl5WXepUyU1dVVmBfFXUPpYLj77rtRKIj3GRmGS5cuoWfleZcxUfpWAaZpCn2fajab0PJzvMtInY49j4RQoV/7YXEcB3byV7zLeBZG3EOhOCfl69tut1H8wmWotwu4PYXEx/333y/c+/Y1L3g+/u6cx7uM1NGTAHmOZ0FpUpybg0bEc0xaSHDmzBkhX+OZECb//u//Hvv7+3jta1+Le+65Z+j/7rWvfS2e//zn48KFC2i325ibu/VCZBSr6s2I4hihLla3fNoEuo0oilN5vSZFNpuFAXE7P8dFowSObQv12odhCCjWeTgq1MrAb/WEel+uhxCCRMKmicR0QAgR+rUFgDiOAVPte/+tSDQDjDFu7xNlANPUOCg/FoYJwzC4vQ+b2zuoZ+WfLTEO9ewpbG5v42u/9mt5l/IsCvk8TCZe1+dx0WkCx8kI/2y4noPDQ7i2pF3Smgbk5uH7PlZX5RRXr+f+e+5Gbv08BPNnPItc6OL+579Mus/6KPS6HRABnfZJpoB+v6/0aw8M9s0mBE4aogSFQkHa96HZ6iC05BRVhyW08mi2OkK/R67rIlFpvuTThJkF7FdqQr/2w3Lq1ClooVizn43Qx8LCgpSv75133gk76vAugwtO2MbZs2eFe9/uufsuzD3+mHIuVqvn4tTp08K93uOQz2ag9cTbO5uMIJ/PC/kaz8Qp3EMPPQQAeNvb3jbyf3vU4Tit6A+v3QU15Dv8HwVqOvA6Im/hAdM0oQscSTMuGiMwTbH6EbrdLmCLG4E1DYiZge+LtYi+nn6/j1jCKNdYs6SIboqiCJjhOONYMxFwnH8VxTGYrnbU2jAwXUeS8FtIP3HhMvzibDome8XTeOLCFd5lPAfbtmGJfOA8JhpNhIvNHYbLm7sI83wir9Ogn1uWMs7sZpw5cwbzidjHQ/NxG2fOqHtfZYwhIRQQsLkoNHPSR5INg2maMETeN1Px9r+jUK43QBy1HZOJXUC53uBdxi2pVqvoWOo5JuPsAvZLanjiHMeBJliEohH5WBJ4hNWtWF5ehtZr8S6DD/02lpbEawQ8c+YMipHHu4zUsXsunn/XnbzLSIVMJiNmlCtN4Dhiak3yrtCGpNls4q/+6q+wuLiIN7/5zSP9t77v49KlS8jn81OLYGl1fVBLbZGGmg5aXbFFGOE3WGOiUQLLFutr3+12QSWMCE0TamXQl0CYDDX5hMlIl0OYDBWcWTIK1LDQC/gJk2EUg2l8hMnvetMb8eY3vREAwKDhI9sMH3vigEstTDO4CpNbW5sIX/YqbtfnSTh3GptPfZJ3Gc/Btm2YVEFhkiSwbfnuubt7e4ie9wDvMsbGtRaxs7uLl7/85bxLSYXTp0/D6bu8y7gldt/F6dOneZcxMQYNjmLuI7pGDq4r9ucjDYRv6KVU6jmf9aaLJH8P7zImSuIUUG9e5V3GLdkrldFVUJhMsvOob1V5l5EalmlCowmYLsaZlxn6OHWXeALXMFiWBQNsMCdzlkYvMQoDTMiZt2fOnIHhq9fwlAtc3HvXy3iXkQpZx4ZGxYty1QVuyhXjbj1B/s//+T+Iogg/+qM/ekN1uNPpoFKp4AUveMGz/rzf7+Mnf/In0el08IM/+INT67Jrd31QU86OmmGhloN2V+yOOMuyoDMFD+IogWmKtTHr9/sghpg3yGnBdBNJHPEu45b0+n1EEgqToWah1+vxLuO2RFEEKsgGigdMt9DrB9yu3w9CME6O1U888td45C8/DgCguomNb/8ZLnUAADPMQbw2B7rdLkIKMAkjo9OAmg5CQuH7PvJ5cZwRtm3DhHhdn8dFowkcW67PGmMMLbeJ5IVF3qWMTZBfxqXNXd5lpMby8jLQE9sxiV5HyK7/tHBdFzQj5ncitPIo18Te86aBaZpij0DRAE3iQ/WW54EsirMumATEycMriS3ibx8cIs6e5V1G6lArgyDogzEm9ffkiOLCAoywK0zsrh11ccfaC27/DwWlMDcPI/JBBJzjPCmM0EdxfoF3GTckn89DTyLlxOL5uIU77hB3XvsoZB0HGhHPGKGfOCb58dGPfhTAzWNcm80mvvEbvxFf//Vfjxe+8IU4deoUqtUqPvWpT+Hg4AAveclL8Iu/+ItTq7fb7YJmxfywpAU1M4PuVoEZdH4qKEwyIlyXRBiGIBIKXqmiaWC8a7gN7W4PVEIBmRo22r54C4PriaJoph2TzDDR5+iY7IchmK5eF/SoEM0cxApzYHNzE2FRXVfPMIRzZ7C5uYmXvUycjlHHcWAKGEdzXHQSI5uXa73tui5YpiD1QUSUX8HO3uO8y0gNXdeRyTjQklDIpgo9CQeRUrp4Madp4bouYktM0SZxCqg0ZkOYFHnfrEHeeyYAdDttIWeopgmxc/A7Yjd5lMtlxHfIm1hwK/7/7P1pqCVbet4PPivmiD3P09lnzJNz3rFKpRqkKqlK/pcsI2iQG1rGGCGDMRYYBDJlMMIIfzFug+m2BLLxpMYS8kh3SUhQVrsFLf+l/kuWZcsqVeneW3fKzJtn3HPMEf1h37y+lffkyXP2jog1xP6BP/gqa8d79hCx1nre53ljzcJkMkGlUqFdyto06nUoDAmTpWjBdXNQq9WCYo9zJUyqzoTpWeiVWh2KO0VgiHN2oS3OhRk7YBk6pIi92awsjzERd5cC4A/+4A/wJ3/yJ3j99ddx7969C/9NrVbDX/2rfxVxHOMb3/gG/vE//sf4+te/jm63i5/7uZ/Db/3Wb2X6IJkvFggZ3NgmSaTomDPuYFIUBSRiuPNzVaIQOmORBI7jIMixU+wpMePK5HS+QKSw+SC7jEjRMGU8Jhd4KtCz5WbOkkiiO2PScV1EOZ7x+ZRQUqk5Jr/5rW/jxGB3E5gFJ0YL3/wWW3MmLcuCEtL7baaFFDgoF9kUM57H+++/z/V8SQAIjDJGggk1nW4P6mJEu4wLURfn6Ahy0PM8zs/PMVfYFG0CrYiTU/Ei156F+ShXjonjGGHE5gzVRCESgihCzPCGeHR2KpQQ8HECs4onT57QLiMROs0GFJcdE4Thz7kWJvudNlQnX3MmFWeMfqdNu4zn0u/3oC7EWlsQd4Yap7NYn8UyDZCIvaZeEm4ck1R4/fXXMRqNLv035XIZ/+Af/INsCroC9mIu/Ly9UNGxYFwoEDnKVWNMmHRdF/5GmEQMgjAMmZ2BMlssEMnZzNpNkkjWMOMghz+KImozDplAkhGE9A61HDffjtWnBESmJkz+0Te/Bbt8h8q1WcEu9/Df/uRP8X+mXcjHsCwLspDCpItKia8N8LvvvYdztUq7jPUgBJFmYjKZoFwW44B3e6sP7f0zeOUO7VI+gbo4x86WGNFYz+Pk9AxzmU1hMtQLOH/IdjxlEjDvmOTYMDmfzwHBz4Y+QjUwn89RLLLnzPJ9HyEIIKj7fK6VcXR0hJs3b9IuZW167Qbk7zyiXcZHKJwLLtv9LrQ336JdRqbo7gQ7/QPaZTyXg+0tqP/9HHZ9l3YpiSD5NkzLEiJKGlimDWkxe8IkQm/jmNxwNRzbRiSzqWInRaQYcG0OHJMMb7BWZSlMsiUCuq4LP+9RrgCg0nMqXYX5gl/H5HzBfpRrEASIBFmMrUJMCPyA3gJuYdtcRhUnjU/RMfnuO+/ALbF3sJ8lbqmD9955h3YZ30WhUAAJ2H02rYoSuKhw5pj81lvvwLb4axB6Fq/QwHvvvUe7jMQ4GA5gOiPaZVyI6Yywvz2gXUaqPDo+ZTZiLtQKmM/Yi/NKmuW+mV3HJM+r6/F4jFjn61m1KrFewHjMpjPr5OQEscl/zOnzmKglPHz8Ae0yEqHVaKAUMnTW6Ey5FibbrSbKgfjPsY9TDmZMR7nubA1Q8Ua0y0gMdX6GrkDpHpqmQWVRmAw2Ua4brkgURsJ2Yn2EJCGk6Iy5CssoVwGFyTiErrN1M7JtGx5hSyylgqzBcRzaVTyXxcLmU5iUdSxs9oXJMAwRix7TdAkxkRCG9O65zkaYBAB4RIVN4fcym83gQ869azWWVXggTM3htiwL8Nh9Nq2KEXsoFPg67H33/YfwCvzGgT1lrFXw8OFD2mUkRr/fRyVgczZa1R+jL9Bhz0Ucn54iYFSYBCEIGY+nTAJZltndN8cx1y6M8XgMX2XTEZw0gbqcc8giR0dHcA1xhUnfrOLth49pl5EI9XodZsCIMBnHkBBDUfg962q1WjB9dvYlWWB4MzSb7I5O2NraQtEd0S4jMbTFGW7sbNMuIzF0XYfCojAZR8zei/J7CsogcRwjgtgbl6dEiJnepInsmGRtxuTMdhDl/DAaWB5Is+yYtB0HMYfCTayosBkWfJ8SRRGiPD+SiUxVmHRdB7GyuQ/5kkplBvSbb74Jt9TN/Los4pa6eOstdiKTNE0DWD1wXgMt8paiK0ecHB/BN/ntun/K3KjjjXfep11GYnS7XRg2m5HxunOOnuDC5Nn5CIHGqDAJgGgWplOx3SYsOyZJHEJidEzGVZhMJnAVk3YZmeAoJrOOySdPnmCilGiXkRq+WcHjD8SYMVmv16G5bNxzpcCFafK11nyWZrMJ2WazYSAtZGfMtGOy1+tBnp3QLiMxyu4ZbuyKI0xqmgaFQS2B5RYtNuXSnOI4DogidozrRygaXNeFYbA5M0FRFIDiIXlaSAxGuS5sh5pL5kd++Kv4Cz/8VQDLGY//8u0Yv/JHdLr4I8aFSc91uRSQI1mDy4EwuYlylRBQjHJ1HWfjmAQQKTom8+wdk9/6szdwYrDbmZolJ0YL3/qzN/DSSy/RLuUjsmiZePPLPwN1ford3/lFvPvZn0z9emrIl2PSdV0EMQGkdA7YD37rH0AKfQDA9v/+z/DmV/5WKtcBAM9q4Dvv/tfUXj9rms0msGD00G4xQaPBf/zvZUxG5wh32P0th0YR5+fnwsxUvQhZliExKkwiiiBzLEyOx2PMJTbPS5JmIRnMCpPvPvoAti7ubzgwKjg7FUPoqNfrIA4bwqTiTlHhOMYVAEqlEojLiAM1I4hnMznr9im6rkMlAIkCxBJbZ7urUHbOMRiIM3ZA13XIkU+7jE/A8lEj/99igVgsFojVnAiTqo7FYsGsMKmqqpAOAQXh8m9jCD8IqEVY/vpv/CZ+49e+DgCIJCXVg7gXQVuYeRGex6cwGcsqfM+jXcYLCcMw147JZZQrvUMt3/eFWNivSyRrmMzmmV/3v3/z27BLNzO/LovYpS7+6Jvfxl+kXcjHkGV5uSZKSRSjgRJ5ME1+XCiPHj1CVOQ/xhUAfKuGJ2+KMcsKWP4+dE0FCX2m4qhJ4EHXNK5Fmavgex5T7/uzeGoB5+fn2NnZoV1KaiiKwuy+eemY5Hd9d3I+gqfw7bi6Kq5i4nTErjDpmwe0y0iNWFbheh6iKILE+VgpwzBAQjZEAcWZosOw8+4qEEKg6Rpza5y0IIEHTdOZjwBvdXtQ52fwSm3apayNPD8VSpjUNA1SxNi5LuOx9nw/dQRjPp8jUtkU6pImUgzM59kffl6VpTDJ2M0kAZQ4Yk6YDMIQMRH70ORKSDKiiNFuY7B/8PM8IlmF57HrRH1KFEWIcjxjEoRQjXKN45jtNrKMiFSdijD57rvvwC11Mr8ui7ilDt595x3aZXwXhmlCCti/j14HyXe4ckw+evQIM53vrvunxIoG1/OYbsa6Lq12B+rinHYZ34Vqj9DqiH1fdV2X+bXpXLZwfs7WdyNpZFlmN8qVc8fk0ek5Qi0fwmSoWTg6ZfO3cnR0hMAUd8YkAMAoYTQa0a4iEQzDAGFg3aq4Uww6fAuTAFBrNKE4jCZDJIziTlDjIGlif3sIbX5Ku4z1iUIocchVs+iL0HWdOWGSRAEUhscW5fgUlD3m8znCnETJhYqB2YzdIcqiRrnKCJkbeBsEIZBnQeZDYtAVZl5EFEV8fk5EYlrwfcrSMZlfYSyWJISUDqnDMKTm2mYNGk1Dtm3DDSLESj7WPy8iVjS4YQjbzj5S93kUSyXIvlgxTsRbcBWt+J1338dIq9IuIzHiQg1PnogxzwoAhoM+VJutA3V1cY7tgdjzJc/PzxGbbM99W8gWTs7YnEGaFIqiAIwKk4j5FibPRuP8CJOqhTNGHZOT0TkCne17zbr4ZgVHR0e0y0iEaq0OhYE5k6Y/RV8AYbLTakLNiTCp2hN02+x/Zjf3tmE5/K8tVPsczbZYTXS6rkMKGRMmQx+azm465+YkjiHm8zl8md0vS5L4ssa0Y1KWZXY3WGsgs+iYpBjlyhIRkZgWJmPaBawBD7XHcYw4x8IkzXHci8UCyElawYuIFB3zRbYC1DvvvIOgLNaGZF2CUgfvMOSarFQqkD3BhMnAZ3acwEW8+c578C0xolwBYGHW8PAhnZneaXAwHEC3R7TL+C4M5xz7wy3aZaTK+fk5ApVt53OgF/H4SABXwyVIksR0lKvMcZTreDJBqOZEmNQsjBicMen7PkJIwierzNWSMMJku9WEwsCcyWIwF2LO81a3kx/HpDPBVpf9fenW1hZqHlsNcaugzU+xt7NNu4xE0TQNYCRO+ilSFEDV2G0C36gBDDGfz+FK+RAmXUlbHgYzCiFESIlAitmbMRmEIWLOZxkkQcywMBnHMWIe1L3nEMcfRnVu2HAB8/kcsZKPZ++LCBUdi4ybht588y2cGs1Mr8k6Z3oTb771HdplfESjVhVLmIxjSBJhetbGszx6/BieQMLkSKng0ePHtMtIjH6/h5rP1oF61Z9g0BffMekwLkyGehHHG8ckNUgUQVb4dUwu5nOEOWmei1Qj8zXoVTg5OUFs8ZOwsCpTpYRHH4iRZNDvtJgQJg1vJoQwOei2YXn0388sKHDict3a2oI647/pyVqc4eaeWMKkrutA6NEu47sgoQ+dYWGS3/YxAZnP53AIu1+WJHEI245JQMymOJlJYZLTiNCEiRmOHPU8D+C42xiSDN/3l91LGz7Bj/zwV/EXfvirAJaRwv/y7Ri/8kfiOFlexGw2y82hz4uIFAOOna0A9T++/QbmhXam12SdWaGNP/7WG/iRP0+7kiWtehXyO/xvfp8iBQ5Miy8HymR0jvBmkXYZieFZNbz5rjjPmV6vB8Nhq3PdcM7R7XZpl5EqZ+fnmMlszyUK9ALOHrH13UgaWZaZdUzyHuXqLOaIlHysUUMKa9CrcHR0BE8XfL4kAN+o4N3HYgiTvVYT5n//JmhLaZIzEUKYbDabKAbsjuFKkmIwR6vFvjBZqVQg+fayKYjjs9Sad4adbbGESU3TAEojip4HCYOlYMooHJ80i8d4NoefE9eGL+uYzNgWJkVEitibMbmZ77YkYnjGpOu6gMyWoH0tFA2O42yEyefw67/xm/iNX/s6ACCSFLz5lb9FuaJsmc/nCOR8HPq8EElCGGbbIPHmW9+Bu38/02uyjltq4423/n+0y/iIZq0KI3wfooQ4yd4CpRI/7of5fI5I0YXqmPOsGt57+E3aZSRGq9UCmY9ol/FdkPkI7bbYTR8fHJ/CU9kW7EOtiMl4RLuMVFkKk2w2VxLOhckwioC8JAtJMpN74aOjI0wYv88kQWCW8eiDP6FdRiI0m00UwzmoB9P6HizOGuEuotlsQs+JY1JzJ2g2+UjyqbfaUO0xfKtGu5SV0eYnGA6HtMtIFBZTJKTI3wiTG67GaDJdHjxkBE2XTKToOJ+w/XAjwDIDUqCDIBajXKMoEuo9XpWYEGYdk67rAgrHop6sLv+GDRsuYDqdws3JfOerEGN5X5YyOAiLogiT8QihxnYUX9aE+vIgO6vP4UWUy2VYoUO7jMSQvQUqFX7cDx988AHCgjgxrgAQmFWcHFM/MkwMVVWhyBJIFCCW6G+vSRRAlWXmmhGT5snJGQKd7bjaWFbg+2x1zieNLMvMHcI9hcQRt7+DKIoQ5WwSRfTh+A2Wotbff/wEC5WfZqZV8Y0Kzk5OaJeRCI1GAwZlIY2E4qQ1NZtNkAVbcfVpQWx+XK77O9v4P06P+RUm4wiS76BcFu/+ys4TbAkJfRgWu+ddfK7SBGUymyNSsuvOoOmSiVQDE8YzsaWnmyzCb5fls5AoYG6BRAhB7nZdF0AY24R9HNd1EXEc5RrL6jKOdsOGC5jP53Aktu6LVFF1LBYLFIvpd4cfHR0hLtQ2zSnPQghQqOL4+BidTod2NSiXy9ADm3YZiSF7CzS6/AiTjx8/xkzjp96rEEsK/DBCEATcigbP0my1odhj+AX6B1qKPUJDcLckAJyenSOsHtIu44XEsgLXdZnuVl8HSZKYdUwuo1zpN/isgm3bfDeGroKiwbZtplxm7z5+gsAUK2rwImJFg+s6zAnDq9BqtSDZdIU0xZmgzonA9SJ0XQeJAuFMG58gjiFFbEdefpzbB3uw3vsW5rhJu5SVUO0RGhzE5q4Caz8TKfRhGux+r/lcpQnKbL7I1DFJk0jRMZuzN0Pg4yiqCsLqvIwVYdExKUsSCKNdtllCEDPhjLkIz/MQS2x9b65D9OGB0IYNFzGaTOFuolw/ItYszGbZzBF55513sLD4iMvJmrnVxDvvvEO7DABLYVLx2V6zXQfZX6BVr9Iu48q8+/ARxoIJkwAQW0vxXRQG/R7UBRuzBNXFCFt9tp2ESTAanSPQ2Y9YjI0izs/Z+G6kASGEPXvAh5A4gizx2WQ8m80Aje0ZqomjmZmtQa/K0dERfEO8Z/CF6AVMp2ynml2FQqEA4tPd+6vOBJ22OKKLZRUgBeKkp1yE5NswC+yvKZ6yu7ONmsfv2kKbnWB/Z4d2GakgEcJUkgSJgo0wueFqzBc5EiZlDfMF24dcqqouO4MEgoTsOSaXztSNY5LEbAuTEaebegCIiALf92mXsYFRTkcTRGrODn4uIVSNzA6F3vjO2zjVxIqoTIozrYE3vvM27TIAALVaDcRl66BwHcxgjlaDn+/dW+8+hG9WaZeROLZRxaNHj2iXkRgH2wPoNhsHRLp9hoPhgHYZqWMv5ogU9huLAk1sYRJgVpcEoggKpzMm5/M5QpX973eShEp2a9CrMj4/Q2CUaJeRCaFRxokgca66boAE9MRJxZlgq0s/9SQp6o0mFEeUafMXozhTbmJcAWA4HEKb8dvgV1ic4M7BLu0yUkHVNJCQHS1BCn0UTHbPu9g8Bc8ptm3nR5hUDdiMC5OKqkESTJhEFDDnmJQIwXKqWb5h3TEZEX6j1iJJYT7KlRACkuvfAb1omPPJJHcHP5fhy0Zm3dJ/+uZ34BXF6SZOErfYwjff+A7tMgAAlmWBBGzfQ69DMVhwdfDw6PFjfufHXMJYKeODDz6gXUZiDHo9VHw2Du0q/gQDwR2TYRguJ0Gwlpd1AY5iYTQa0S4jZdj8HEgcQlb4FSaDnM1ADxQd8/mcdhkfEUUR/DAEOG7QvQ62VhImyaDeaEClKKQVvCn6HXH2ON12i+r7mQWqM0GXI5druVyG5DtMOfOuQ807w/a2mDHZqqZBitgxRpDQR8Fkdz3B5il4TnFy5pi0bbaFSVVRhHNMImRPmJRlCWTjmGTeMRlI/AqToSQzH+UqyzKkHAuThGJH+2Qy3TgmP4Yr65kJk++/9z684ibK9SK8YhPvv/ce7TI+QlVVkJCdDdY66P4MtRo/Qt/o/AyBXqZdRuK4RgXfefiYdhmJ0ev1YLkj2mUAACx3jG63S7uMVJlOp4DOzhy6y5hJpvCOSVabTEkcc+uYdBwHAcejNFYhkFSm9myj0QjIiVsSACZKEUdHYgiTnXYbikMvlrYYzNASaH7esNfOgWNygmGXr/ncjXaHmTEC10WdnQgsTOpMOSaVOIBpsNuIz+YpeE5xXQeRzFbMZlpEigbPYTujnDX7dSKwGOXKWP42PdgdNO95HkLC56YeAELCvmNSkiRIef4dxPEy1pkC09kM4UaY/Ahb0jOJ0YqiCIvFYiMKP4dINZfvT8TGfaFSrUERJM5V4iiqyfd9hDEARhuX1sE3q3j/kTiOyW63C2nOxuGQND8XXpgcjUaIOJgvCQCeVsCTUza+G2lBGHVMIo6gKHw2VzqOAz9nwqRPVDgMnRGdnJzkJsYVADy9hHcfP6FdRiJs9dpQnDG162vuBM2mOM2X3XYLxUCMfcDzKIUz7uaCHu7tQptxGL8chZADF6WSmPdXXdeZauhV4wC6zq4JTrxdLsdEEb0ou8wh0vLvZRhNU0GikHYZyRKFzG3OJFneOCYBkDhi2zHJsTDpE5n5GZO5d0wigizT+f4vZrNNlOvH8GUDZ+P0O4yPj48Bq5L6dbjGqjAz66fZaECm2HmeKK6NYpEPQePk5ASxoL8T36zg6OiIdhmJoes6pDikPzc9jiDHIdMHEEkwGo3gqXw4JkOtgCcnZ7TLSBdGjzBIHEFmdH/1IhzHgUdyJkxKCmzbpl3GR5ycnGChinlwfhGBUcEjQZ7L/XYLBZ+ekEbsCTdNcFeh2WxSfT+zwPJn3InJt2/soWjz53JWF+dodcUdOaDrOlNj4TbC5IYrE+fsUDpi/O/VNR2EoVzoJCAAc648TVVAYsEE4BWQGO7o9TwPPsczJoONY5J9oggypfktnusgzklawVUINRNn4/Sjeh49egTbqqd+HZ6xrToePnxIuwwAQLfdhOIKIExG4TKqn7G10PN48uQJXKNKu4xUiFQTi7lYh1xLZzHd34niTFGpiX9vPT8/x0Lmw3Ef6EWcnoktTDJ7R43pjQpYF9u24XG8/1oFlzHH5JOjI0yVAu0yMsM3yjg5ZqMhbl1aLYoOvziGFLEtBFyXZrMJVYR9wCXw6HLd291FzeVvfaHPjnBzf5d2GalhMOaYVBi/H22ESUbwfR/g2JG0EkRCELDTRfAshq5DEizKlcVzOFNnK3+bFlLEXszuU1zX5VqY9MHHjEmC/AqTJI4gUzo4CvOUVnAFQsXEeQbC5LvvvYdztZr6dXjmXK3i3fffp10GAGDQbkHz+BeRFHeGUrVKu4wr8+TJE4wVQd0ahCBWsomOzoper0d91o9qn6PXEzvGFQBOz88xl3lxTFoYj+lFCmYGbbfwBZA4gqLwecYyXdi5GfPzlEhWMV2w45h8/4Nj+ALOeH4eoV7AdCLGvarVakGnFOUqewsUSmJ9b+r1Oogt9oxJ2PyMenjKcDiEMuXPMVmyT3H7YI92GalhGjqkjTB5ZTbCJCO4rguo+Vp4EkVnqiPuWQxdA2HIfp0ELB69m4Z4ztRVIKHP7MPC8TzElNxsSRBJCmwehEkGD3SyglbUluu6gMyv6J4GkWpgOk2/I/bbb78Hd+OYvBTXrOPP3n6PdhkAgGazgVIwp13G2ijuFM0GP9+7tx8+hq2LGeUKAKFVEyrOdW+rT1+YXIywt9WnWkMWfHByhlDjw8kUahbmU7EPdIkkMSpMxtxGuc4WNiI5X1GukaxhNmdHmPzg+AS+Lmhz0EUQCWEUIwz5T7NqNBoAJSFNcSZotviaVfgiVFVdjp1h8D6fCHEMCTGzCWbPwzRNqCTmzuhRdU6xs7NDu4zUMA2DKcckyyYYYCNMMoNt24DC7hclDWJFY1qYNA227NdrE0WQGBSXCqbB3YM0DQjDDwvH9RFLfC3SPk4syXA9tr9jeZ8xiTiGTKGjfT6fAxofUXBZEakGZvP0Baj3Hz2GZ9VSvw7PeFYN7z98RLsMAMsDHpNWJFaCKM4UnRY/MU3vP/4AgSmuMLnQSnjy5AntMhJje9BDyacrQJX8MbYH4guTx6dnCHQ+ZsWCSAiiCLGoB7pYjiRgMvmD4VEZL2JuO4jzdj4ka5gzNGPy9PQUgSGW8+2FGEUhHN6qqkJGDFAYlaI6Ywy67cyvmzbFUgmyx3+T4kXI3hxFTl2u3f4A6uKUdhnXQp4dYzgc0i4jNSyDrRmTcsSuCQYA+FylCYjrurmbcRUrKtPxiqauQ4r4P4R7Col8KBp7XZeGrkOJ2blpUyNkV5j0fJ9rx2QsKfB89mdMkhzPmCSUZgDNZjNEG2HyuwhVE3YGc9/OTo4RDKqpX4dnArOC0xM24nlarRYUm/+DKs2dYKe/T7uMK3N8fAJ/+9O0y0iNqVLC0TEb3/Ek6Ha7KHl0fyclb4JOp0O1hiw4Ox8hbPPhmAQAqAbm8zmKRU7E1GsiSTIQRcy1vdNaXybBwnYQSfw4/JMgkhUsbHYa16fjUebO7B/54a/iL/zwVwEAMQj+5dsxfuWPsps3HhglnJ6eol7n/7tXqlQhu3OERrauV80ZY7snnhus0WhCcaYIeWkKugaKM0GDs/mST7l1sIv/7xvH8Ep8rP1I6EOTJaaFsnWxDB0kZGffTDbC5Iar4DgOwpxFdYSSunSKMsryZkI3jilJpNCHymBcsKZp0DbCJBB4zAqTrucj5ngGbixJcD223c+qqjLVVZU1JAqgU/j+T6dTBDK7izQaxJICz0tXyI+iaNnwsInRvZRYVuH5PqIogkQ5iq5arQIu/13SlWCKTpufeK3J6BzhIUfiyzXxjDLefSyOY7Lb7UKxR1RrUOwRul3xZ0xOx2MEW/z8NmK9iNFoJLAwuWywY84TGkeQZcbU0ivic94YugqxpMAP2NgPRVGEIIqAjNdfv/4bv4nf+LWvL2uQFLz5lb+V6fVttYjT01McHh5met00aLdbUJ1x5sJkOZih0xbPMdnrtKB8MIFb6dEuJXEUZ4J+l5/9wce5tb+Hyh//LtIfxJIM2uwY/S1x3ZLA01TAE9plfAQJNzMmN1wB13URcRyVuAqRxLZj0jINyAIJBaxGhWqaBiXmf47B2kQhk58PIIpjku3fsqZpkHL8O1gKk9k358znc/gbYfK7IQRRynFzZ2dnQMaHBNxilHB+Tr9JihACXdO4j7g3vQnanBwWBUGAEAQg4m7XfKOMR0/EmTFZqVRAHMoCvjNDpSJu/O9TXMfmKm3I1ywh4hGfhyRLAHuyJEgcQ6UwKiAJgiDgev+1CrEkww/YWGdMJhNA56f5ISmmcgHHJ+wcqK/DoNuhkvZh+lNu1prXYdjtQHXEnJesuRMM+3w4Dp9lZ2cHZYefKFd9dow7N/Zol5EqhmEwZb4hgc/sWTOwESaZwfM8hCRfwmQoyfB9NhaeF6HrOlSwczNZFyn0oesG7TI+gb6JcgUAEMQghNAu40J479iNCdv3GgBQFAVSlGdhMqQmTLoSu4s0aqT8fH7y5Ak8s5ra64uEb1aYmcFXbzShOHwfrEuLETeHRWdnZ4DJ57ybqxIYZZwci3EACnwo4BsGpIBO46XkOzBNi9n1ZFKEYYgIBODo73RkU2xhUpJAIgZHEsQRZE73MH4QcJ1YsxJEQsBIM+np6SlCPX9NdL5WxKMjMZ7L2/0uDDd7IU22x2i1+HTfXUan3UI5FGfU1ccpBXN0OP3MBoMBpCk/v9mac4Kb+2ILk5qmQWXojDsOPaYdk/lSwhjG8zyEnC6aVyUk6cfFrYOu60x1OawLCX0YBns3I9M0oUbsfg+yguVDJNfne2McSxJcxoVJVVVBBHJoXxcSBTAobP4XiwUcib37InU+nIVVrVZTefmjoyNM1fwd9qzCVC3jyZMnuHv3Lu1S0O10oE7H8At8zmBBHIMEHizLol3JlTg+PoYn+KFoqBUwm4rVfd/qdKDYIyqzfhR7jBYnwvs6TKdTQOfjd/yUmWxhNBrRLiM1JEkGm47JCAqnUa5BEGQeI0p7vmEsyQhCNho1z8/P4WY8X5IFAr2Ao5P3aZeRCO1WC+XwvyJryYZ4tpCx3a1WC5YvpjBp+VM0OZ0xqSgKLNOE5NuIVJN2OS+kaJ9gZ0e8GawfR9d1poRJRCEUhV35j93Kcobv+why55hkW5g0DAOKQEKBFPowDfYck4VCAXLA7vcgExh/UHDvmJQU+Ix03z4PTdNAcu6YNCjES5xPZ5sZkxcQpy1MnpxioYi3YU+DuVLA8Qkb8Tw7gy6UP2SjllWQfBsFjg6KTk5OMBddwCcEEST4vg9Vzd41nwZbvS7UIzrCpGqPsNUXf77kaDRCxFnEoq9aeHJKP5Y7LciHMyZZgyCGLPO5h6ER5Up7vmFM5KUgywDn5+eYSXw1QCRBoBdxenpGu4xE6HQ6MDN2TJLAhWEYTDedr0qz2YQiaJSr4vArTALA9s4O/vv0GE59m3YplxPHILNz4Weh67oOmSFhkoAwfU/is31MQFzXRcCxI2kVAshMC5O6rkOJ2HZZXQcp9GCZ7AmTlmVBDhzaZVBFDhwYJrvdTbzPOGFpXsnzUFUVEKgR4rrIcQhDz16YHE9miJSNMPksoaxjsVik9vqPjk4Q6PwIRDQJ9BIeHbMhBg66HZSDKe0yVkZ1xmi1+HGTfXB0jFkOBPzYKuNEkHlWALC31YNOYaYVAOjOCHtbfSrXzpLxeAxf4UswCDULx2fiCpOyJAMMCpNSHEPK2HWYFEEOo1xjSWYmyvXJyRkcla8GiCQItSLGgri7W60WyGKU6TVVe4xGk89I0BdRrVYBR0zHJJxZag25WXD3xh6MGfsz22VvjlK5zG3D0FXRdR1yyM75I8OaJICNMMkMvu/Dh9g/zmfxCNvCpGEYkAUSJknoMylMFgoFgNIsHlaQfBemye4Bi8e7Y5LIzDsmFUUBQrZrTBMlDqm4ZWaLBSJlM2PyWUJZg23bqb3+k5NTBIbgTrCECPQSnjAi2rTbbRQ8joVJe4x+N3sX26q8/+QYgeBRrsByntXZmRjuDADodbuoBHQcBZVggm6Hn+/4qozHY9gKuw19FxFqBZydj2iXkRqSLIHE7EW5Soi4FSZDzhtDV2EZ5crGfuiD43w20UWKDsdOrzkxSwzDAAl9IMN7k+rwtda8DpIkLaOxRUt5ikKossTtswIADvZ20fDYX0vrs2PsCh7jCjDmmIxjpt2SwCbKlRl830eYs464CBIzUR0XYRgGU10O6yKFPooWe4tr0zQBP+fCZODCKrDbkZlmx24ms0wkiZnu2+ehaVquhUk5phNnPF/YG8fkBfiSCsdJz8l+dnqKYI8dwYX2TKXLCPQizj5gY6PZ7Xah2vw6fnRnhP3hAe0yrszR8QkCc0C7jNRZKGIJk+12G6ZHR5g03Qk6ORAmz0cjzCXehEkLoyd0nLRZIEsSm45JjqNcoyhk3+aQNIQgYmQ/dHx6htAc0i4jewhBRJbndCyPmrkqxVIZsr9AmNG8UMUeY2cgbkxltVaH4k4RmNXUrvHml38G6vwUu7/zi3j3sz+Z2nWeojhTVOqN1K+TJjs7OzDnx7TLeCHG7Bh3H+zTLiN1dF2HxEgaGgl9qCrbjfj8P2kEwQ9CxITfDo1ViCQJPuPCJBFImCShh6LF3iZelmUQsNdhmyVS4KBUZFeYDMMQSKmDLItZJjGRETLe2beMcmW7xjTR4gAGhRm4i8UCUYnthRoNPElN1TE5n04Qauy4xGnPVLqMUCtgNmHjMLtSqYC4c9plrEzVn2DQ5yfm8uzsDME+ew1lSTOTLWbmqCZBp9OBlHF03FOkxQjtNj9xxatydHqOIKND5qQItALmUzFncwGAJMlMzpiUYn4dk8CyWSp/sPE3j0YjBBW+7jOJoRcwGo24nrn3lFarBcUeZyZMVoIpep2XM7kWDdqtFhR7kqowmTWqM0a7xXf8brPZBLEnS3cwww0tDe8UB3vfR7uM1NF1HRIjWoIU+dAojEy6Dvyu0gTDD4LcCZNgPF5R13UgYDdq9rqoUQCL0TmGEpBpxAZrSIGLMsPCZBTy3TgRE2kprjIMIYSRbTgdlMinIkw6joNIZnuhRgOXpCdMxnGMIIoAju8pmSJJCCM2DnsJIbCsAiQ/PdE6TQxnhG6Xny72pYDP7togKQKjhIdH7Hd5XxXTNEF8N/t1bRxDCv1lEongHJ+dI2CoueVKSGzve9dFkgiTezkCfmdMAshf8y5Dfy5rTXRZEuoFTCZiNFJs9TpQM5z7bPlToRuEtnodqI4Y342nKM4Ewx7fnxkhBPXmUoRnGX12hJ2cRLmCEWGShAFUje2EMH5XaYLh+UHuDuliIsEL2BULRIsY1WOP2cMKVdeFcqdeFzlwUS2x64oIeRcRJAkR48IkwHRzW+rQEiY9z0Msb8IjniUgChw3neef53mAnP08UZ6JZRVuSp/Hden0ulAXfMa5Eo7cZGEYIoyRiwdDoJfw5FgcxyTwv6LjskT2FiiUyplekxZn59m5X5IkliT4vpj7HVlm1zHJa5QrK87BrGFlFlYQRkDOZnw+xVNMjMdsCxxXZWfQg+5m97coNj9rzVXY6tKLq08L05tgS4C5oPt7u9BnR7TLeD5xBMmzUa1WaVeSOrqugwRsrPdI5C+FUobh+KRZLIIwzN9wc8L2jElVVYGYfTHjqmgRu13UxWIZMqcOjCRQfRvNWpV2Gc9FCMckI46jy5AYnc+TBRKlBZPveYg3ItkniGUVczudGZOTyQTQ89mBvjKahel0SrsKAMDu1gAah8IkCQNosszNAfV4PAYMdhuWkiTQizgVaMYkALQ67cy71hVnLPRh6MeZTMZ8OpkEciE9iyRLTDomJc4dkyw5CLOBjT/Y933EPH9v1sSWxREmO+02ykF2a2jiLlAui9sk1G63UQpmtMtIlFIwE2L9dO/GHgqLE9plPBd1cY5mh5/kmnXQNA0xI8YbKQw2wuSGq+Hn0DEJSWZ6xiQASAJ1KqoRu47JcqUE2cu2s5wlCrHD9AI2ivgWJkEIF45JTWMniz5rpJCOY9L3PETSxjH5LLGswHbScejNZjOECpvPIlaJVAOzGRuHAPvDASyXP2FStc/R4OjQ4ezsDKGeH2FyOuLvO3UZW90uVHuU6TVVe4StXj4OfBbzGUKVv+dIpFnCCpOyJDPZXEcQc9OQ8iysOAfzyHg8BnLyDL6IhWTgXBBhst1uw/SyESZJ4C2dUgL/dtvtNowMHahZYLgTtDifMQkAu7u7qLnsJpDo0yMc7u3SLiMTlikSbDTakNCHsREmN1yFGDEj/WHZEQOIGPmxPg9JlgAOnFZXQQ59WBab3cW1SiXzyCuW0AObaWEyDPmOco2JhCjiQJjUdRCB5tpeB0JJmIyiMLcxTZcRSSoWKQqTgZL9Z80zvmIw45js9XqocBjhpC7OsT3o0y7jypyfn8NR+YuqXAlJRsBB89B12B10oWc8g0l3xtjp8x9FdhXCkM9nt6eYwgqTkiSxGeXKu2MydydEbDAejxFq/DU/JEWgFXB8OqJdRiK0221I82yan1RnjEaTnya4VWg2myALsYRJshgLIUxub29DnbE7s71kn+Du4T7tMjKDlf4EKfRhGhthcsMGbtF1A1IohlAghS6zjslmrZJrx6TKuDApRJQrB4eeumHk1jFJAo+KMLk57rmYWJJTm4M1nU7hymwvjlnDlXWmhEnN5s/dptsjHGwPaJdxZcbjMRYym2u2NIhlDbYtTqR/u91GOcz2N1sJZ+h0xBcmgyBAxOkRhiMbwgqTiiwzGeVK4ohzYTJ/sOA2G4/H8BQ2G7qzINQsHJ/zt9a7CNM0l7PeMrg/KfYYfQFmFV6GruuQ4pDJ+/1KxDGkOISmabQrWZtCoQAlDkEiNlMJK+4pdnd3aZeRGfSfZEtItHFMbtjANYZpQgrScY1kDfFZFiarUHI8Y1LyGBcmo5BrxySIhChkr4v7WQzDAMmpMBl/GH2zgRGIBD9IR8y3bRuetJnreR18SYPjpDPz87rUajXAZkMkvQ5Vf4RBnx/H5PHZOewcHYrGRgGj0Yh2GYnRarUyi457iuFOhej4fxHT6ZTbOcULycBYUGFSkmUmHZMk5jjKVWJzbmeqxDETwuR0OoUj5zfdI1JNjCf8rfWeR7FUyiSdS7VH2B2IH6leKlcge3PaZSSC7M5QrlRpl5EY3f4A6ozNOFdleozhcEi7jMyQZBlgILVNCn0UTLafZxyfNG/YkD6mQMIkAnZnTFbKZVgRG4euVHDnKJVKtKt4LlEYIea42zgmMhdRrgWR7jfXhNbBUZy3A58rEktSajOgXdeFTzZzPa+DBwWuy8a9QZIkFAoFSJylHJj2OQYDfhyTT07OEGo5iXIFEKiF5UwvQWi1WpAyjjqT7FEuhMnJZIKI04hFXzFxcjaiXUYqKKwKkxxHuaqKAsLB/iVJSBRAUek3r81mM9iEfwfVqoSqycxs8yRoddpQ7PSfyZVgin4OZj13Ou3M52inheqM0eZoBv2LuLW/C33OXpwrCX1ospSrRnRV0yAx4F4loQ9rI0xu2MAvhUJBHKEg9JmNKKhUKjDC/DomSRxDUdg9qI/iCOyEEawAIYg4mBVbKhUhi3K/uSYSpa/XRpa8mJjICIJ03Lu24yDYCJPXIpAU2CnN/FyF/mAAbXFGu4xrQRbnXB08nJyd50qYdFRLKMdkoVAAyfJ5HscgvsvsLPkkmUwm8BU+hclQs3AyEkeA/ziKzKa7T4ojbh2TiqqCxPQPNbOERCFUBoTJ8/E01/PQI9WAPRfDEQcAW90u1AyEScufcrXWXJWtXjcToTcLVHuMoUBi8q2DPVTsE9plfAJtdoL+YIt2GZmiaToTaWgbx+SGDZxTKRVTFSbf/PLP4O3P/zUAwLuf/cnUrgMAEiFMRKNcRLlchpbTKFcSBVBVDg7pGf3uXAlOaq8UC5CC/DmHSUizO5qP70bmEIIoSueAcbZwEMv0D514IpZVzBmav3djdwhtzmZM0EVIgQtDN7g6nB6NRghyJEzOJBPngsyzeoppWpD8bJ7pUuDALOTj+7KcU8z2AcvzCDUL54IKkzKrjkmOhUlVVXPomGRDmDybTBGqfDZAJEEka3Addtad67I76EJ30r/3KotRLoTJnX4XlivGs8x0x9gRKH53Z2cHZZe95lFtdoxbB3u0y8gUTWdDmFTjcDNjcsPVkAgByZl3g8QxZMajVSqlIuSMDhXShIQB0468er0O2RVnjsF1kN05SuUK7TIuh8EO6GvDwd9QK6fbCMEqUuDAMMV3eWxYsnAcRBth8lpEsoq5zc5aZH97iLLLj4ikzk/R42i+JABMJ2OEej6EJgDw1AKOTvn5Tl2FRrMFxclmnqDiTNBsih/jCgDj8RhziVNhUjWFnTGpKDKwESYTRculMMlGw+5oMkGk8nmfSQRCkFJ/IhU6nQ4qQfr3XuIumB7PkxS9Xg9lX4xnWcWfoNsVR5gcDAaQpuw5JmvuSe6ESV3TILEgTCJgPkKXbVUoR6iKAnAQNZgkJA6XfzfD1CslIRxMUuDAtNg94CqXy4DL17yqpFDcGer1Ou0yNjBAqViEHuVRmMxH/NyGJY7rIZbYfvazRiwpcFyPdhkfsbW1hZI7ol3GldHmZzjYHdIu41p4rpcrZ3GoWTgWbPZer9PKJDoOWEaR9TriuzQA4PR8DF/lc80QaRZmUzEOc5+F1RmT4HnGpKqCMDCfKktIFEJT6Y+emU5nCPMsTAKICUGQ0rz5rGm32zC9dJvgSeBCNwxmE8qSpNPpwHBGtMtIBN0ZCSVMqqoKQ1OZa3Yv2qfY3t6mXUam6IbOxDNcjTbC5IYroqoKSJyvjjjEERMdcZdRKhZhCCAUSIEDi+GIJ0mSljPmOHC1JY3szdBubITJDcuZVEbEjviQFZLvoFBk9/60IVmiKOImXpkd2JqT2+/3IXMU5Vp0z3CwzY8wGUUR2Pm0syFUTYwEc5INe+1MHZPDXk6EydGYW8EgkjV4Dv8NrxehyGw6JnmeMZlHx6QUh9AYOB+az+eIcjxjEgCgmZgLMmey3W6DLEapXkO1x2i28pFc0Gq1gIUYUa5YjNFsNmlXkSjD4Ta02THtMr4LaXaGXq9Hu4xMMXSDCcekEm+EyQ1XRFMVEIYOnbKARCE0xh2ToggFsu+gxPjBv1UoQMrhnEnFnaHbZFuYzJ9cTAfLsqAJcL+5LnLgolQoUrr65tt9IXGcWsdvHAPxZrbntYgJQcxQ445hGJDjEODkwLTijrC1tUW7jCuzWCwALV8HopFmYiKYMNlptVAKZ5lcqxTM0cnJgehoOkOocDr7TbB4xI+jKAqbjkmOhUldy58wSaIAmkbfMek4DiKFfh1UUXTYDM03XwfD+FAgSHEtrTpj9HviOO8uQ5ZlqLLMhBtsHUgYQFVkbp8Rz+P2jX2mhEnJt2FZJtOjxdLAMtiYMSlHPhPP1cvYCJOMoCn5c0ySOGKiI+4yisUitFAAx6TvolykdfB/NSrVGhQ3mwMclrCCBVrNBu0yhIeHc6BCoQBFgPvNdZECB5USncYJshHILoTEEVQ1nRjJKN44Jq8PWb5vDNFsdaDaI9plXAllforBYEC7jCszmUwQq5wKLysSqiZmU7FmjTebTRT8bNa1hWAmXMf/85hMp1zPfoslGZ4nXhMaq1GuPM+YNHSdCbdFlpAwgMHAAarnOohk+nXQJJRVOAI5vIvlCmQvvdFBqj3G7iAfwiQANFotKBnF1aeF4ozQaImXNnFjbwd1l51kG216jOEwXzGuAGAabDgmpSiAYbC9bt4Ik4ygKAokBhfzaSLFEfNdE8ViEUrI/4JMDmxUGB/E3azXoXhixIVch0K4QK1Wo13GBgYoFAqQff7vN9dF8h1Uy3TuTxt97GJIlN4M6KXzb/PGXwtCmEs639/dhsZDnGsUQY58FBiOs3+W6XSKgNMZeqsSKQYcW6xZ481mE6qbjdiqOpPcCJPz2Qwhz8K9ZmI2E68RU1HYjHJFFHE7Y7JUsCCF4onYlyGFHsoMpDyFYQhIfAraSRHJmlDCZLvdhpJiQ10lmKLX6aT2+qwx6PegLs5pl7EW6mKEgYAu1+3tbRRsdvZo+vwYd27s0S4jcyxGZkzKob+Jct1wNTRNg5KziTIqwtQcGUlRKpUgCxAvKns2Wo0q7TIupduqQ86hY1Lz5xthcgMAoFwug6TYyckqRuigUa3QLmPDx0lxBvRmxuQKELI8JGOIW/s7sBbsbHqfh2rz1w09mUzg5W22FSGIWFPf16TRaAB2RvG0zhT1OttjAZJiMZ9z7ZiMVEOYuW0fZxnrx95ZBs+OyXLRAglyJkwGLspF+o05gj2OViKQVGGiXAFgq9eB6qTn8LO8Cdptvtab63Bjewu6fUa7jLXQF2c43OFnBv1V6XQ6IHN2ROO6d46D3R3aZWROwWLDMUk2Ua4broqu61Bj+mp6lqgx+5bicrkMuPwLBWbkoFou0y7jUvrtFnQvf8KklKPDpA2XUygUgBw6Jq3IWd5rKbCRxy6GREFqUeuyzKirgmWiCApjB6vbwyFqHvsHEtr8BPs7fMUHTadTOBLbna1pEEsKXFecOHNFUSAjTv+EO44hI2Y+hSYpfN9DLLPd2HoZgWJgKlhsMQBoKqNjaeKQ299GwbKgx/QPNbNEi31YJl1HdBRFXIwASRtfMGFyZ9CDkaIwKdvjXAmTW4M+qj7fs8FrwRhbgz7tMhJHlmUUrAIkRhrercUJhkPxBOAXYRkGpIiBZ3iwcUxuuCJLYZKBL22GKFHA/A9E19kYWLsuJsWD/6vSbDZRCvMnTBLXRpHx+Z8bsoEQsnwo56xNVw9savcnWVGAiMGDNMpIoY+CmU7jkKooIJv3/FqQmL2EieFwyEWUq7U4xa19vrp0x5MJFhLbjXupoFvCCTaFUhlyymMKZG+OYjkfqQNxHHPvrPUVQ9AoV0bH0kT8OiZN04Qe58sxqUc+TMrCpOd5gMLWmosGnmDCZKfdRjlIb41BvAVKjI9OSpLBYADLYceVtwqmfY5+XzxhEljGueqzY9plAADI/BydHMUcP0XXdWgMmM9IyL7ushEmGUHXdSg5O6hTYvZ/IAAgEcK9UKAFDvMLpUajASNnjkkSBlA1FWQTa7jhQ3TDBMnZPBklsFGp0DlU1XSd+vyeN7/8M3j7838NAPDuZ3+Sai1PkUIPpUI6UVq6pm2EyWtCogC6xtYhWblchuTbzK+Pat4Zdrb5ckyOpnxHVa5KpBpYLNjo7k6Ker0OJeUxBYqbn+QN13UBhe04qhfhEF1IYVKWZcgsjqWJQm6FScMwoLLgtsgQNWZEmOTYlZ0UPmT4vjjfv3a7DcNLx+EnBS4Mw8zVmU673WYqLnQVyGIkrGB2+2AX2uyEdhmQ3TmKpRK3s57XQdO0lVMxkzwfigNvE+W64WoYhgE5ZwtPOWLfUgwAhlWAFPAdr6j49BxJV6XZbEJ2xOqUfxGKO0G13qBdxgaGKJRKkD1xulOvAnHpdZjqugEpZ/N7roIc+rBSilrXNXUjTF4TEoXMCZMAUG80odjpxWIlgTY/5S4+aDydIVLYXx8nTSjrws3e67SaUJx0o84UZ4pOq5nqNVhhNpsBKl3RYl0Wko6JYM5g4EPH5JrCZCqNWnHEbZSrZVlQctasqIYeLIvujEnf9wGJTzE7SUIiL0VaQWi325Dmo1ReW7HHaLRaqbw2q6iqClWWQEL6jrBVIGEATZa5fT68iP3dHdR9+iM3tPkxtod8NYgmha7rUBhwTAIx8w1aG2GSETRNYyN/OEMkDizFAFAqlSAzks+9KsSbMy9MFotFEM7f5+uiOFO0mhthcsP/olIuQ/bz9TuARy/O2DBM6o5JFtFSnAG9dEyysEjnh6UwyV6n4+7OENqcfjfuc4ljSKMvvDYAAQAASURBVN6C+fXPs0xyKkz6siacMDnotKC46YpQijPFoJ0fYZJ3N3GkGjgb8z2X6yJkWYbMZJQrv45J0zQhCzBS5jpIoUfdMbkUJsUUK65DLMlwBXJM6roOKQpSSfpQ7TEGXTGdd5fRaneg2ny6JlX7HE1B3ZLAMsrVWtAfuaHPTnD7YJd2GVRYpmLSP/MgYN/JvREmGcE0zdy5NqTQTe3gM0nK5TL3wmTsu9QX+S+CEAJVVbntuloFxZlg0MnPkPQNL6ZW5f9+c10kAmrxHsViAVLgUrk2yxixm5pYbOrqRpi8JiQKYDDomLy9vwdzwa4wqdhj1Br8dbDP5nOECvvr46RxJfGEyXazgUKQ7t9UDOdo58QxOZ/PEXAu2keKgfOJmFGuEhiM9uZ4xqRlWdynNl0XOXCoOyaDIECUw9jBZ4mJDNcTa71eLFdSmfusOiPsDLqJvy7r7G3zMW/+IrTZCfa3+UpUuQ7LqN0R7TJQ886xv7tDuwwq6LoOmYEzD4l9XXIjTLJCoVAAydnhKPFdFAoF2mW8kGa9xrdQEMeQCeEi875Sq0NOubOcJQxvikGHv0PTDenRrHF+v7kmhHLmfaVcguznKzr3KmhBesJksVCAFuWrEWtdtMhDkcH10s72EHWXfkzQ89DmJ9jd4e/QYT5fIFL5Fl9WwSG6cDMmm81m6sKkFczRaOQjfWOxWMCX+f5thIqO2Vys7zmwjHJl0jEZx9zOtiqXy7lLE4JrUxvv8BTf9xGTjWMylhS4AkW5AkuxJo0RBJVghp7A7rvncXN/B5bNpzBp2We4uSduxKgkSSgUi5AoP0Ms+xRbW1tUa6DFRy5tmkQhJA6as/hcpQmIZVmAl6+OOPgOF8Jkt1mHkkJnVVZIvg2rQCcm8bq0mk2oKc/iYYliMEezmY8u9w1Xo9usQ/f5vd9cF8Wbo1ytUbt+rVyC5Ofs2XsFlNBJTZgsFArQcxZdvy5G7DG5Xtre3obOcJSrNT/G3Rt7tMu4NvZintso1/FULCdZvV6H5qX7N2nuNFfCpEfYc49fh0jRMRdMgAeW88akmL350Rz05T4XwzCAnCVqIfSoJ2r5vo94M2NyGeXqibVeH3Q7UJ3khUnLm6Ddzl8K1nBrC1VvRLuMlaj558ILZltbW9RHbpD5KJe/DeBDYZJyHLsU+lAZHAfzLBthkhEURQFhscswRUjM/hBWYOmYNAN+N5CKN0e5UqVdxpUY9tpQciRMmt4ErZwNSt9wOY1GA6WI3/vNdZGdKZr1OrXrNyrljWPyAqQU535algUtztlB25poIZvCZLVaXXbipjCvJwnq3jl2d/iLD3IdO5fCZKQaGAkoTBIn3SQQ4kxRp/gczZLFYgGHsH/AchmRomEhWGQxsDzLYFGYBAezlZ4HIQQSIcw+YxMnjiExkPIUhiFisjkmjSUJfkA/hjBJdgZd6CkIk7I9zqX4shS++HRMqvNTDIf8papch1v7O1Q/H8lbwCpYXJz5p4GmaSCUhUkSBdA09veUmycuQ/CQ/ZsYcczN31utVmFF/B5cy+4cjTo9R9J1GPa6sLz8CJPSIp+L2A3Pp16vw0jZXcESijtFp0XP6VGtVlDg+P6eGu4c5XI5lZe2LAtqzqLr10UJXeozl55HvdWGao9ol3Eh2vwY29v8xTRFUQzk8FA0kjXMF2Ldj03TBEnZ8URCn7rDKCum8zkCmXdhUodji/U9B54Kk+w1WfPsmASWjgvaB5tZQUIPek7uZXzA+Y/nAjrtNipBCs1C7px6BDENKpUK0w2KzyWOIXl2antdVtjf2UaN4sgNbX6KrS2xxd/L0HUdYMAxqekbYXLDNVBUDSQUqyvpeZAo4MJSDAC1Wg06x1GuijdHixNhst1uo+TnZMZkHIMELkzTpF3Ji+FsrXkhnPwN9XodspsfYVLzZhi06bmGa7UarEC8A8J1IXEEVU0nLq9QKEAJN8LkdZAZFib3d7ahzY5pl/FJ4giS73B56BDz8sBKmFhWhRMmgWXEZVr7OxL6qd2rWWQ8nSPk3E0cKTocR8zvOYuOSd6lFauYn1nosm+jUKAv7sRxXp/CnyTmTXB6Ae12G4aX7FkTCZbxw7SdvrSo1hvcJZ4pzhi1hvjjlIbDIYoOTWHyBDf3+EuuSQoWhEkS+tA50F02wiRDWIUCpJwsPCXfgWmxF0t2EdVqFTLHwqTqzdFt8RHx1G63obt8LWxWRfJtWEX6m68rIcI6m5O/oVKpAE5+hMliuECjQe/+VKvVoOVopudVIIEHXU+vY71YLIJ4+VjrJEWa0brrcufGHqwFezFO6mKEZou/RIIwDBHz8sBKmEjWYLvizfwtV6qQU0pCkF26c5qzZjITYP6qJCMM2RPw1kVRFEgRY39XHIFIfB93lUslyH4+RjzIno1SmZG9cU5FJtFptVqQFqNEX1N1xmg08zuaZ5fVBsVL0GYn2N0W38nX7XZBZvSEyZp7joNd/pJrkkLTNCBgQJg02F83871SE4xSKU8dcQtuutjL5TLg8ntwXYgWqNf4OLRoNpsgi+Rz/1lEdSZobuZLZgYv20tZliET8BeJsiKmP6c6G6tWq4HkyKF6FRRvhkq1mtrr8/5MpYLL7pppZ3sbdY89YVKbH+Ngb5d2GdfG8zxAYb+zNQ0iWYVtiydM1us1KCk9ZxRvxs0aPwmm8wUiAX4fkYBrPFVVQRhzTJIohKIotMtYi0q5BDknzVyyb6PKwFonjmNuknbSRjTHpGmay2jkBP8uxR6j2+GvES4p7t7Yh7U4oV3GtbDmx7h7uE+7jNRRFAWGroFQGqFScM6En+N5GYQQ6j0uUuTD2MyY3HAdqtUK18686yB7C1QrFdplXAlFUSAh5lYoMP0FqikeMieJqqqQEXH7Xl8HxR5h0O3QLuNK8CLqicIytikf3dGqN6MqTBYKBSAnBz5XRXGmaDTSm/spyzLXz9TMiWNIiCHLMu1KLmR7exvqjL0DicLiBLcPdmmXcW0cx8mtMBkrGlxXvJjndqORWkS74s7QadKb05w188WCf8ckABAZvi/W3EBFUUAYc0ySKITE6LPzqrTqtdzsCWRvgWaNkfOhzeYXor4JhWIx0ZQ61R5jt99N7PV4Y293B3WKcwxXoe6dYW93l3YZmdDtDaAt6Hw+0vwM3W5+fxsAqEc8kzCAZbI/u5nvFjLBaFQrkMf5OCCVvQUaA0YWnlfAtAqQAgeRysE8wGdQvVmqh8xJU6pUIbszhAYjUS4poTsT7PTzG22w4fnUajXIzgyhxkfc9VrYU9Qouj0IIdA1DST0Ecv5mdN1GYozwXA73c5f3TBAQg+xCAfMKSOFHnSGZxGXSiXIgQtEEcBQZF7NPcPONn/PWMdxcnsvimQVriOeY7LXbkB5+4NUXltxp+i3+6m8NossFgtElfSeGz/yw1/FX/jhrwIAYhD8y7dj/MofPUz8OkQzYNu2UPNBVVVlUJgMoKp8N3p0Ww2o33yLdhmZoPkz9FoHtMtYsumdAyDm29BstqA6E7haMrPbS8EUve79RF6LR7a3t6HNjmiXcS202XFunHwHO0P89ndO4ZZ7mV6XhD40RRZqnbMKBFg2Y1MSKKXQh2lshMkN16BVq0D+s3Q2rqwh+wu0avxspGv1OhRnCo9DYZLYE6qOpOvSbreh2iPhhclSMOUn9oN2BsG6UFwMrEK33YJ6OoFX5sNRuzJxDCkOqS9Ya/UGFGcCv8BPA0eamO4EW917qV6jVKlC8ebwN8LkC5HdOcplthu5Wp0uVPucqd+QOjvGNqfCZCTzfZC+KrGswhNwxmSzXkchfAtpDCoohDYaHK3x18VN+ffx67/xm/iNX/s6ACCSFLz5lb+VynWWscU2sxHdq6BpGhCy5QIlUci9MFmv1VAMF+DLj7QaxdBm4sxClmUQRLTLoE8cQlX4dhxfxKDbgfLBGG45GSdXwZ+ilePxPOVyGRKDDYrPJYogB65Qz9/LONjZQvGb/w3TjK+rLs7R7mYrhrKI8mHMfUzoSG8kCmBxIExycOfID9VKBVYo3ob8IqzI4SbKFQDazQYUN+vbeQLEMUgUQNf5OfzdGfSg2uLPmSx4Y26iDT7q9OGWmHqMwnXY3epBdUa0y0gd2ZujVKnSLgPdThuqM6FdBjOUwxna7XSbJmrVKuTNnMkrIXtz5uPYb+ztQp8y1C0dhZCjYBnVzBmu6yKS8tk3GhMZYRDQLiNxqtUqrDCdRBwztJm/PySJ57pCOIpFjC3WNA0kYuv3SyIfqsb396VWq8EM8rFeMvw51RSVp6iqComxeak0IFEInXNh/yK2+11oTnJnTaozSX3fxDrtTheqzUf7hLo4QytHgtlwOETFO8/8utr8BPvb+XClXob6YTIXLaTQh2WyrwVshEmGqFQqMKN8RLmaAV9dooN2C4rDnzApBS5MM5mYiqzYGfRgeSPaZaSOND9Hp8OHI45IEt/CZBxD4qGD70N6nQ4qQTrzqFhCtUdMbOS2+10o9oh2GcygO+PUO3977SafzT4UUJwJ+h22O7FvH+yiaJ/SLuMjtPkpuj1+Ujk+ju/7iCTxHApXghCIONOqWq1CS2lGnOaz37iQJIHvIRZAuI8kRThhUlVVxCFjwmQYLp2cHFOr1aB4+ZgxqTAiTLI4L5UGJAqhqfzfb5+l22mjHCS4B3GmuXoOX8Th/h5bDYqXoM+OcLi3S7uMzOj3+1Dm2e/RCs45Dnc3wqSq6SAU10ZS6G8ckxuuR61Wg+7loyNO9xdMRHVclV6nBYtDoUBxp6hy9D4DQLfbRdkX/MA6jpd53wzPDfs4hBCuI21IzJdjst1uw/LEd/Ap9hjDPn3X8M7WABVPfJf2VSEZNE1s9zrQXfG/40mgu1MMe2w3sezs7KDqMiRMzo65PXQIggARyakwCTHnWVWrVUhuOnsIyc2XMBnH4Cqa/3mEkgpHsHmqsiwDjIk5UhRA43y+Va1WA+GwOXoViM2GwLMRJpeQOITGueP4IlqtFiw/mWcyiQKossJVA3Qa3Lt5gLJ9QruMK1Gxj3HvJiOzbDOgWCxCCjwgzvYsr+qdY2trK9Nrsoiu65AoOiZV8JGemO87KGPUajXIOREmZW/GREfcVanX6yhwGKOiOFO0m+zMfLoK3W4XuuDuJVYiLK+KxLtjEjEI4edx1263IQv+GwAA0x1jhwFhstfroZgDl/ZVIGEAVZGhKOl2SLfbbZQ5bPahQTmcos347JrhcAhleky7jI8oO6e4dbBLu4yV8H0fYa6FSZ7XGhdTKpUANyXHk7tYvn5OEOXbEUqqcI7JZRMjW5DIh865Y1LX6botsoREIRMHqOqHM8HyDolCGJz/fi6i1WpBTmhskOzwZwJIg729PVRtdvYBl1GxT7C/v0+7jEyp1ZtQ7GwbgtX5GQaDQabXZBFd10EiisJkzMZz9UXwc1KbAyqVCuDk5KDOmXMV5dpoNGB4/H02ijtFv832geaz1Ot1IOMHZ9aoi3Nu5ksCT6Nc+XVMIo5AJNaOS55PqVQC8cSP9S4HMybijPv9PuQ5H3Mx0ka1z9Fqp/+ZtFotmF4+HADrYnrT1KN118U0TagEzByeVpwz7Ozs0C5jJfIuTCIGYq4boT6JLMuQln9Ysi8cx5DAV1T9OkRRJIww6RPxolwBMJdOQsIQhs6/sKKqCjPP17QgoQ+VkdhQRVGAcCNMSoJGuSbZLLScL8n2Gj0Ltra2IE35cExK05PcCWbDrQG0RYbJNnEM4vJ13p8WBmXHpBIHXETa52MnwwmyLEMi4NyZdAXiGBL5MPKFE1qtFkhCnVVZYnlTbDEeAfcssixDUxWqQ4LTRrVH2BnwM3RbkmQQjoVJEkdc3W8IITBME5IvVszXsxjumIkZk6ZpQg59vsX3hFDnZ9gZph+70mw2IS1GqV9HBKRF+jM/k6A3GEClMMPkIuTZMbfxQUthMsfbM1lGEIh3AG+YFqQgWSFKChwYFl9z5NfB8zxAESNW0JcU4aJcAfYmxJKIjwO5F1Gu1iALPpdbcWeoVNlI09I0DRD4HOKqqOB/RutFEEKgaWoiZ02KPcZWl6+ztjRQFAXFYgGyy3bCnOzOUCoWU08GYo3D3S1oi+yasGVvjnK1xlyzEg0MXad6rq1EAYzNjMkN18W0CpCCbDYqb375Z/D25/8aAODdz/5kJtcEAMm3YRUKmV0vCUzTBAk87kTjkj9l4uD/ujSaLSgcCsFXpeCOuRImZZlzYTKKIMt8LUCbzTYUJxvnMK1nAWFIcGm02lA3QhkK9glu7afvNCsUCiC+w90zNXPiGMR3UOBgzXTzYBf67Ih2GSCBB12RuYituQjf9xHk2TEpKUIKk6VKJfFxHbK3QJmjsQDr4jgOIAsiTArqmJQYmzMpRT4KJvsHci+i3WxCzWhPQAvFmTCzJzBNE/A92mVQR4t8WII2v9QbzUT22aY3xVaXv7O2NNjf22diH3AZ+vQI+/t7tMvInOFggKqf3dmqOj9Dv8fPWWeamIYOiWLigRL5XOyJN8IkY1SrNSiCDzhX3BmqjHTEXQerUITk8xWvqLnsHPxfh61+H5p9TruM1Cj7Y/Q4elgvDxr4FSYRR9xFnQ37XagLcX8DiCPIMTuduAd7u9DmfMzGSJOae47dDCIwCSEolEqQ/ZTmrgmC7C1QLPERg3Nrfw8Vh34ksjY/Ra/Pp1sSAIIgQIg8C5MyfF88p0q1UoHsJXu/k70FqhU+7g9J4LouoLCxZliXgKhY2OI5JlVNoxpZ9iwk9GEJIEz2uy3xz4ecCQYdNs4sZFkGAcf73oTQYm8p0gpIp51MA3A5nHFpAkiDB7cOYM2e0C7jUqzZE9y/eYN2GZnT7/dhOaPMrqctznCww+9eLElMg+6MSSkKNsLkhuvTaTehiB7V4UzR4TCLvdlqcdetSOwJGo0G7TKuzY2dAXSBRRltcc6VMMm9YzIOuXNM3tgZwrTpH/KnhWKPUWuy8xy4fbCLwoKP2Rhpos6OMBwOM7lWr9cXW3xPAHVxhl6fj2fF9vY2yi79KFdtdozbN/jtho6iCFGeo48IQcRzI9RzaFTTECbnaFSrib4my7iui0gQx2Qkq5gLKExqusHUKA4p9FEUQJjc6rRheHydQVwXgzHn2SaCEFBCcYXJYa8DNYF0Lt1lx+lLm5uHh2g4bDf5Nt1j3DzMnzDZ7XYhzbPbc5e9EXYzGA3DA5ZhUG3YkjaOyQ2rMOhmF99HC8WdYIuRjrjrsNXt8BUvGkeQEUNV+dvEbw0GqAYcvdfXxZmiVuPHNazIMkjMTjTTdSFRBFnhy4GytZVt5EbWaIszDBkaPL+7s4OaK64QfCWiEHLoo1gsZnK5veEA6jzn7/kLUBfn2OdkYzcYDCBN6Yv7NfcUN/d3aZexMmEYImZuUluGEElIYbLVqCXuEJe9BVoNftaS6+J5HiKJryaz5xHLChYCzpjUNR0SRWfAs2gxH7OVXkSr1UIpZHt227qUghmazSbtMj5CltiKJaaBLLAwOei2UfDXN4MQe8LU95Yme3t7UCdsOyaVyRPs7fHbvLgqqqpCkZDZPa3kjbgyYaRJwaQ7Y5KEfMza3giTjNFvt1AIZrTLSJWCP0Ovw05H3FXZ7nehOfwIBYo7Q5nDyFwA6PV6MAWNcn06Y5WnTkxZUQCOHZOIIyicOSb7/T4MQX8DAKAvznC4y47gsrOzw/xmKm20+Sl6g+w+k/3tLZS8UWbX45GSN8LukB0B/zJUVYWhqZACunPTSvYptre3qdawDmEUIeZofZA4ggqTzVoVRpDsOAgjtNGsVRN9TZbxfR+xIPNXY0mG54s3S1U36B7APYsa8xFh9iKazSYMT+xELcNjS5jUTQNSmO85k1LoCTtjstlsohisKfbHMUjIhxspC3Rdh6mpkHw2m24k34apa7n9vJrtDtSMzpbk2Rn6/X4m12Id0zAgUzR48HKP2giTjNFsNlH0xe6IKzLWEXdVup02ygE/mwLF5nO+JAB0Oh2QxYh2Gamgzs/Q5ayDSJYkEI4PCkkcQZL5etw1Gg1gwU8jxHWp+iNsb7EjTJqmCV2RQIL8HkLokw9wN8O5G71eDyWPje/4m1/+Gbz9+b8GAHj3sz9JuZr/RdkbcbWx2xpuQ5vRjXGSZqdcd+kuRTm+nleJQgjiOKZdReKUy2VYUbLCpBU6KJfzM2MyCAJEogiTRMxZqiblyLJnUWNfCMdks9mEZGeTqEVrPSQxdm5hGBYkn26jFW2I7wrrmGw0GtDc9X5TUuDAFFS4XZW9/X3okw9ol3Eh+uQD7O8f0C6DGtuDPrQskoriGFLkC9vUcF10XYcW02tEiwNvI0xuuD5JPCRZR3OnXM49bLfbsDjqVlTtMbb7XdplrISiKFBlCSQSr5tYs8+xx5AgcxUUReF+xqSi8OWYlCQJlmVB8pM9yGQFyz5nTnDZ3tmFPs2va7LhHOPercPMrjcYDKDO6c8kZBlldooBQ5HHL+L2wR5VYVLybZimyd39/uOEYQTk2DEZCzpjslqtQk/4ea4HNiqVSqKvyTJBECCSBBEmJRmugMKkobPlmJQjMRyThUIBhFEXUlKQwEWhUKBdxkeUyiXIgu7BroxnM/WZJEmz2QRZU+xXnCnqDf7MFmnyyp2bKMzYFCYLsyd45U52+1zWONgeQLdHqV9HcaeocJralwa6rkONKa6LNlGuG1YhiYck6xB7wqUw2e12IS/4mYdluSPsbrF18H8dmq02FAFdkwVnhP1tfg6aASznM3IsTCKKoMj8HWZ1+z2oCzHjXMlihE6nQ7uM7+Kl24cwp2xuprKgOD/C/v5+ZtcrlUrL2E+e7y1pEkWQQy+zmZ9JcLi/izrFWa3a7ARDjmNcASDIe5QrxBQmS6USlISjXBV/kSvHpO/7CAU5uoglGb6AUa4WY/GXSiTGjElCCHTdAKEclZ4WUuBC19n6nOrVCmQv2bnAvCEBkDncP18FXdeXDfBrJDQozgTd9kaY/Di3bh6i4dBNTnkeDecYNw/zK0z2ez1UgvSTitTFGdfJNUmj6zoUmlGuiLkYISbG6l4gdF2HtOZDkmniGBKn3YuWZUEKPG4+m7I/QbfLp2MSALa3BtBSFoJpxNVUfP6GQSuyApLRsOw04NExCQAH21vQBHSUkdCHpsjMfSa3bx6i6RzRLoMOUQTJnmQeo9Vsd4QV39dFtc/RbPP1DN/Z2UHBPqF2fX12jDs39qhdPwmiKAbA/gYyNQR1TJbLZRAvWWGS+HauhEmxHJOKkFGupYIFKWDn75JDTwhhEgCarRZUm434+6RR7DGa7TbtMr6LZq0K2c+vMElCHyoHLpt1sKwCpGB1J7LqTLDVZavJljZ7e3tQx2w2+arjx9jb43uPsA69Xg+mk4UwOcLBkC8TRproug6FYgog4WRPuREmGaRYrkD2xJwzKXtzlCpV2mWsTKlS5eaz0e1zroXJw91tGDY/DtWros7PuIrmAwBNU7mO1SVRCE1VaZdxbfa3hyi64ok26uIM7S574vyNGzegjx/TLoMK2vwY/a2tzDvqDnZ3oM3oCVkso82OcbDLl/uv3W6DzOjds+reGQ52d6hdPwk4aGpNHR46e69LoVAAEhYm4Tm5muEjlGOSyPADftfVz6NSLCyTEBhBClxhfiODXhdqBjF8NFDtEbZ6bJ1ZtOpVqDkWJmVvgWKpRLuMVKk3GlCc1cc0FYIZem125qKygK7rKJgGc+elsjtH0bK4NMckRafTgZRBM3DZH2M4YO+chxZL4xmlhq045mZfKcbqXjDa7TYUQTviVHuMNmMdcdeh2+3y4+5w+Jzl+ZTt4RZqvmC/gzgGcefczQTSFAWEYwfDUphky513Fba3t1F1xBPn9dkJbu3v0i7jE1iWBVNXhZ3reRnm6CFeuXcn8+vePtil6rBjmcLiFLcPdmmXcS1kWUaxVKR2IGEtTrDNeZSrJEkA+EjmSIWYj8ih6yJJUuKbbglPvy/5IAgCBESQv1eShHRMFgsWlIidKFcEHkzTpF1FIuwOetCcEe0yUkGzR9hl7CC7WqnACsWe63kZsrdAmbPziuvSbbegOKuP0CoGMzSbmyjXZ7l58yZzjb765DFu3sxvjCsAaJoGOY6AlM/0it6Yu3S4NNE0DVJIqREtjiAzllD2PARZ3YvFVq8DNQObNQ0Ue4StHr+RBzuDHhfdiiTwoGs61wcW/X4fxkKsGEvZnaFSq3F36KZpGkjMb2c3iUIuhj4/y3A4hDxjc07DOpSdE9w6YDNK5ebhTRjjR7TLyJyWc4T7d25lft2d7W3UBHQFJ0HNO+NSZNseblNzwZL5iOvmNwCQCeFmZEA6xFyvXS9DURWQMBkxahmzx18SxDoEQYAQ4kS5BgI6Jk3ThB4zJLj6jjDCZL/XRdlf3d3FMpVgih5jkZjlchlmmL9GxafI3gL1qtjC5KDbhrqGMKm6fJsA0uK1+7dRnrMV51qZfYDX7t2mXQZ1ao0mlJR1BmUx4jq1L2loOial0Ieq8eESFnPnxzk7gx4MQYVJ051gp8/vjWp3q4+iO6JdxgtR7RFanB/ONRoNkMXqi0UW0eYn2Bps0S7j2uiayveMySiAzuEBnq7r0GQpsYNMVqg4p8wKLp966S4q0/wJk8b4IQ4Ps+8k3d7ehjrL6VzPF6BOj7Czw18s6e2DXegUGipkd45SqcS9qCVJEggFx+SP/PBX8fM///P4+Z//efzC//3/hv/Ly3Qi54mgjkkAKBRLkBNy5Mu+jUJR7Ji9Z/F9HwERRZiUhRUmNZYck3HE3DzzVWm327A8sfbFTzG9CTodtoTJer0OzWcrjjJLFG+GTqNOu4xU6baaKASzlf/3xJ5shMkLuHl4iPriCe0yvoua/QQ3b96kXQZ1Bv0etDRNNnEM4i1QEjwG+jrouk7tLI+EPjfmDDFWaoLRabdRDv4AIoablYIpcwvP69DtdlHyx2ArnOCTqPY5hoM+7TLWQpIkFEpFSN4CkSbGfBBtfoabt9kUZC5D1zSQiN84GxKF0FU+O6b7gy38z/kJ3LI4kRjS9ITZOav37t5F/T/8BvP3+CSR3TkKuoZisZj5tQuFAlREIKGPWOaveSAtSOhDI+ByNtb+7g7qv/stjDK+rjY7xvYOf8/XZ5EkiYpj8td/4zfxG7/2dQBAJCl48yt/K/ManiKqMFkqlSB5NmCU134tybNzd/DjBwFiQb4bMZEQCipMqrRmKV2AJMj3BVjOB5MXI9plpIK8OGfufKjRaIDYYgrBV8H0p+h3dmmXkSrNZhOFYEXxOY4hcZrIlDbD4RDS5Hi5lmXhHhzHkCbH2NrizxyQNHvDAdQ/PAEa6SRXSb4Nq1AUdh2/CrquA5SESSnyoW0ck3R58OABqtXqhf/vR37kRz7x713Xxd//+38fr732GjqdDm7fvo2/+Tf/Jo6Ps+/67na7MF1BHZPOiLmF53UYDAbQOJgxaSzOcWOH/4dvvz+ANhcnzrXmn2NnyN/noqsK347JOOTSMQkAtw72oE3FiXMlgQtdVZndyPX7fcj2GOD4+35djNF7uH/vLrXrbw23oQkYWbwO2uwYW4y6il/E9vY2rEX2rXX6/Bh3GI2Ivg6yRJD3GZO8u16fR7lchhwk55gsl9cXOHkiiiKIc3RBEAsY2WxZFuSQEcdkFAl1LykUCiCBK17UdxyDBB5zjViWZS3f75xSDObCz0+s1+vQvNUck1LgwmDsO8sKsiyj2WoxM/5Ktc/RbLchy2IkLqzDVq+LUoqR4Ko9Qpvjs/400HUdCOisi0gYMHvm9ixCOybL5TL++l//65/4789GyEVRhB//8R/Hb/3Wb+HTn/40fvRHfxRvvvkmfumXfgm//du/jf/0n/5Tpg/mdrsNMh9ldr0sIQu+5/9UKhUQZ8ZOB9BzqPljbDHqSLoON/e28Z/++BRObUi7lEQoOOdcdmsto1z57ewmUQidk4fys9zc30Xtv/8ORJkqo81OsMWwOE8Iwc7uHr49eQynym6dSdKYPcT3/ND3Ubv+vZs38Nt//ARuhW+Xf5Lo0ye49+AG7TJWotVqAfNR5uukuneOvZ3PZHa9tCCEgIh28HwtImE7rWvlEuRHyaRPyL6NWidfjsmI8b3XdYiJwMIkI2KOFLrQdYN2GYlSLJUh+wuEWoF2KYkhewsUS2w2Wei6DhJ4iBU+95DroLtT4YXJdVyxijNBrb6JcX0eD+7exh+8/RC+VaNdCozRI7x0dzNfElg674spRoKr9gjDLX7HtqWBoijUGt6l0Idh8OGYFFqYrFQq+Nt/+2+/8N/98i//Mn7rt34LP/ZjP4Z/+k//6Ucb4n/+z/85fvqnfxp/7+/9Pfyjf/SPUq72f6GqKhQSA1EECNTphyiEIhGoKp/OJWB5YFQsVyB7C4Q6u5sCwz5Dv8//Ie/e9hCV//o7ECVIhczOuHQM65oGiWMHmcSxY3JnZwdF+/9Fu4zE0GfHuHN/n3YZl/K9r76E//13vpMbYbI8eR9379JzTN66sY/GH3xDmPt8EjTdE9y68RrtMlZCkiSUK1XI3hyhnl08sLU45XIm57MoigIpjmiXQY8oErarvV4tQ3onmdQVKXBQr4o9/+tZoigWJsoVhCAW8Hf+kauPASTfhVVgd6++Ct1uF+riXChhUrXP0euxeZBdrTeguFP4Sv4EKMmZCC9MGoYBEq7WeK24M7QFf3/W4ZV7d9D4n7+FKe7TLgVN+zFeufcV2mUwQbvdhpKik9VwxtjdOkzt9XmEEEKt4ZKEPgyTjwYtgVSv1fmlX/olAMDP/uzPfteX5id+4iewu7uLf/tv/y1sO5nonatSbTShOGLFuaqCdBb1+32oizPaZVzOYizEYnJrawslh/H3+oqQwIWuaVwK86qqQgG/wqQSh1y+7wDQ6/UgzQSKM3ZPcWNvl3YZl/LKyy+hPX9Iu4xMkHwbBolQr9M74N7b20Nh9oTa9VnEmj3B3h6/saTbw2G28bxxDCxGQqx7ls9b8QSLKxMF3D6vX0StXIIaJOOY1AIH1VL2c4FpEkYRAEGESRDEkZiOSXhszKSXAwcFwYTJ3a0+VA5GylwHdXGO3S02U57arSYUJ59tcyTwYJom7TJSZ+mKvX4zheJOMejwv+ZMi5s3b6I4fUy7DABAYfIIN2/epF0GE1QqFcBdca7qFSgHU3Q5NGGkDa2VqxT5MDlxTAotTHqeh3/9r/81/uE//If4J//kn+D3f//3P/FvHMfB7//+7+Pw8PATEa+EEPzAD/wA5vM5/vAP/zCrsgEAg16XmVzupFDtEQb9Hu0y1uZgewsaw8Kk5DswTVOIuRqDwUAYUUabnWDAYYwrsBEmaaIoCgqWBclb0C4lEYqLY+zu7tIu41K2t7ehzE9zMWfSPHsXLz14QLWGZrMJyZktUyI2AFEIyZ2j0eC3kevOjV3o8+zmTMreHJVqTYgIUEVRIHP8vF2bkN/n9YsolUqw4mTcZGbkolTKWZRrJE6UKwSNclUUBSRm4/4lBY5wv5G94QBFd0S7jEQpuiPsbrGZ8rTVaUPNoTBJAvFikJ9HrV6H4l5/YIrpT9Frt1KoSAzq9TrU0AUJfap1kNCHGnqo1ehHyrIAIQSGYaaWbGC6Yy7T4dKGEEJlPjQJfVicCJNCR7k+efIEf+Nv/I3v+m+vvfYa/tk/+2cfdaJ/5zvfQRRF2N+/OFru6X9/88038bnPfe7S6zlOch2Cw24H2h+fw27w2zH/LOriHFsH7UTfJxps9Too/7c/YDZ2Tl2co93pcP8+P0VXFCHmO+jzExzc2OLycyGEQOZYpFHiAIQQLt97ANjd3cH/mD7BgvfnQRyDzM9RqVSY/yz29vbx7fFDOLXtF/9jjmlN38WnfvAL1D+Pbn+AP52fwCvxO4M6KbT5Cbr9PlyXjTi8VRj0eqh7f4JRRtfTZscY9PvUv8dJEMcxZAEjHq9KHIXwfR9hyO+a43lomgYtTOZ3rYcOdF0X4jt/VTzfo11CYsQgiKJIyM/vowM4yiKy5Dso1gyh3uNGo4GSNwYbPqRkKHnLlCcWP6deu4niHz1i9swnLdTFCM0W/2d2V6Feq0FxpvAL13M/FoI5SqVSLt6jVdne3cM3J4+p7qX1yWPs7O5tPqeP0Wg2odrjVPbcZDFCuVzevN/PoCgKSBQglrNtvCRhAE3RqH0ehnH1Bhdhhcm/9Jf+Ej772c/i7t27KBQKeOONN/DzP//z+NVf/VX86I/+KP7Lf/kvKJVKmEyWS41KpXLh65TLy2HcT//dZTx69CixjbSpqyi55xApzLXknsPSW3jvvfdol7IWkiTBstl18WmLMzRrZe7f56fUGk1o8xO4FTa7Ka9KyT5BtXTI5ecymUwgUe54Wwcp9DEej7l87wFg0GrA/NMPuBcmFXuEUrmChw/Zj0m9tTvE7/6Pt4UXJq2zt1Gp/Aj138aw14bx5PFGmARgjB9ju9uh/pmsgyRJ0DOMctXnp2jvibHuGY1G1DvMaRJHERfPiFWYz+eQE4rQkrwFZrOZEN/5qzIejRFDEBcPIQjCQMjPT5YVkNCn3lAqBy5IHAn1HodhuEz0EAhldoowDJn8nAghKDjZR+e++eWfgTo/xe7v/CLe/exPZn59zT5HrVxk8jNJGktXoUxnn/jvoWridP8LCNWL42xVZwLP83LxHq3K3qCLwrcfrbyXftFncBUK44fYvdXdfE4fo1IqQrVHV9pzX+sziGMg8PHkyWY8y7MQSVquizIWJqXQh+/SWQfJsvxc899FCCtMfu1rX/uu//9LL72EX/zFXwQA/Oqv/ir+1b/6V/ipn/qpRK/Z7ycnnARBgNJv/0Fir8cCJW+Me/fuYTgc0i5lLZrNJrRf+hXaZTyXonOGl+7y/z4/5f7tG/i9N/gXJivuOV5++WUuP5fRaAQVf0S7jJVREaHf73P53gPAp15/Db/+R/8OvB9FGNMnuHv7Jhefww/8gI5f/53/K0ReWivOBJWChdu3b9MuBZ95/TX8v//9f85dV/pFNJ0n+J7Xf5CL38nzGAwGkDOMP6t5Z3j5Ad/v2VNOTk6gkG/SLoMasiQJ8TlehKZpUKNkRGc18nBwcIB2Oz/NHMVSETgSxUlLIBExv+uFUgly4CCgLkw62N4aCvUex3EszGiHp0j+Anfu3GEyir1cLkP/N/9P2mVkjmGf48Frh0L9dp7Hzf1daI++84n/HmkWzm58/3P/d6q3wO3bt4WLi06Sz37me/Cb/+1fr3x+8aLP4Cq0Fh/gc9/7lVx8l6/KncMDfOP/eIyrtMld5zOQ3Rkq9frmvb4A07QgRQGyzsOR4gDdTo+Lz0RYYfJ5/MRP/AR+9Vd/Fb/3e7+Hn/qpn/rIETkeX+xNfOqUfPrvLuM6VtUXsbu7C1mw4eby4hw7OzuJvk80MAwDchwu549JMu1yPkHFPcf+/j737/NT7hzeQPV//g6un/7PFtL8DLu7u1zOTioWi1AYmRmzCnIcolQqcfubuHnzJtQJ/xJZef4Er3zxdS4+h+3tbRixB8m3Ea3Rqcky1slb+Oz3sPF53LlzB4Upuw0/WWJNn+Du3btMfC7rUCyVIHtzhFoh9WtZ9hkODg64f88AwLKsXEe5EpLsfool6vV6YnN9SOCiXq8L+15dBCESQMT4bcSEAIiF/PyKxSIk3wGMF5+dpIkZeahVq8K9x1ahIMzaVPJtWIUCTJPNv0XXdZCEXO48UQkmy32QYL+di2i32yhF//P64plvo9lsMimos8KtW7egTJ7Qi/aOYyjTJ8s6lNzJHs9lOOij/Lt/hqSVBtUZo9Pu5OK+cV0Mw6CShqNGAQqFAhefiUS7gKxpNBoAgMVi2W22u7sLSZLw1ltvXfjvn/73g4ODbAr8ENM0IQUelSGpqRBHkKKA2YXndWl1ulBtNoVjZX6CwWBAu4zEGA6HKDlntMtYCxK4MDSVS1ESWHb5S1FAu4yVkaIAmsbvjFLTNKErEkjA93ylqnNyrUgH2rzy8suwTt+mXUZq9Gbv4ns/9TrtMgAsD+yVwAEJ+b3PJAEJfSiBg1qtRruUtRkOh1Bn2fi8yXyEVquVybXSRlVVyBw/bzc8H8uyAD+hOS+es3y9HBFDkD2x4JSfCpOU0SMXxWKRdhmJ0+31oArSvK7Oz9DrsZuIRAiBVSxB8m3apWSKYY/Q7XZpl5EJ9Xodhn9N8TmKoEjSRpR8Aaqqol5vQLFHdK5vj9BoNDei5DO0Wi1YXvKWD8UeY6vXSfx1RUDXdSpnHBoCLkRJIIfC5O///u8DWLohgOWB7+uvv44/+7M/w7vvvvtd/zaOY/zn//yfUSgU8Oqrr2Zea7XegJJhFFaaKM4U1XqDdhmJsbezDS2jA7drEUWQQx+FQvoOhazo9/uQWHyvr4E2O0F/a4t2GSujaRoIxwelUhRwKwo/ZXtnF/qUb9ekND3GFke/gy98z+voTN998T/kkTiCNn6MW7du0a7kI3b29qBPP6BdBlX06RPs7vEj3l/Grf1d6POT1K8je3MUS0VIkhhbGsMwICUU98kdUSj0AZIsyyAJNZwSQJjv/FWRJVmYhl0SR0sHqIDUqhXIDAg5WuBcKfGKN/a3t6DN+W7YfYq2OMP+Ntv7gk63A1WQ9/uqEHucm5jwWq0Gxf3kjMnLkL05iuVKShWJxUv378Ac05kbbowe4qV7d6hcm2VarRZk++K0yHUw3AmGG2HyQnRdp7K3U6IAuq5nft1VEHJF/O1vf/sjR+Sz//3v/t2/CwD4sR/7sY/++1/5K38FAPBzP/dziD+24fkX/+Jf4O2338Zf/It/kYrTb9DvQ12IsRBSF2cY9Hq0y0iMW3vbKNjsiWWqfY5GW6wHgqqqMHWdie7bVdFnR7h7g9/DZt6FSRL6XDsmAeCl24cwORZtZHeGcrnC1aHzgwcPYJ69LcxB6McxRg+xt7/H1Ofx2v27sCaPaJdBlcL4EV5/cJd2GYmwv7ONup++q0OdnWK4xf7sjKtiGAYkCnE/LCCFHlSNjw30qkgSWf+ZEseQpfw5NWRJEud5HMfCum2a1TJkn/4cRMVfCDn/bX+4haIrhmOy6J4zL0ze2BlCE+Q87iqQwIOuKpBl9sYVpUGtVgOc6wmTijdDrV5PqSKxePXeXTQXj6lcu7l4jFfvi7GnSpJyuQy4yT+jy8EUbUHSa5LGNHQqUa5KzI8wyc6JVIL8+3//7/ELv/AL+NznPofhcAjLsvDGG2/gG9/4Bnzfx0//9E/j85///Ef//sd//MfxH//jf8S/+3f/Du+88w4+//nP46233sLXv/517Ozs4O/8nb9D5e+4sbMF7Q9PYDf2qFw/SbT5GQ5vi3NwNBwOUfV+F0e0C3kGbX6KvW1x3uenDLe38T9mx3BqfP5tdfcUh/sv0y5jZTRN4ztikaNuoedx6/AGmr/zx4nPA8gKffIBbnAU4wosExX6/T6+PT2CVxar4aMxegs/+Oe+l3YZ38W9O7fR+u3/ivwc/3ySlvMB7t75Cu0yEmFrawvWIv0GLm1+gpuv7KR+nawwDIP72O5VkUKf+2f1i9ANA1LgIlJXj1aSAhe6IcZojOuwdJyKMWOSIBbW8VqrlKEF9BvpiG8LKUwOBgNUvP8P6Bz1J0vFGzM/fubG7g4q/+P3kHzwIZtoi1P0+mx/JkmiKAqkOLrWHETFmaHV3AiTV+H27dsojP8fVK5dmDxkKhmIFQgh0HUNJPQRy8klihneNDdO6+tiGgakSfbCpMzRGaiQK+Lv+77vw1e+8hW88cYb+Df/5t/gF37hF/AHf/AH+KEf+iH8h//wH/CzP/uz3/XvJUnCL//yL+NrX/saTk5O8Au/8Av4vd/7Pfzlv/yX8Y1vfAPNZpPK37Ez3ELVT95mTYOqP8LOkO2OuOuwtbXFZPecuTjFrT1xDuiecu9wH/qUNRn46hQWJ9jd3aVdxspomgbw7OAQwDF5cHAAfcLvMUR59gFeucff5uBLn/se1M7eoF1G4tTOv4NPMTJf8in7+/tQx/x+x5NAGX+AvT3+m9EAoNvtgszTb6Wo+SPs72ynfp2sMAwDJMynMElCDzons1BWxbKKkAJ3rdeQAgemJc7IhquydImK4piMQAQVJiuVCqyIgZQbQeewDgYDKHP2UptWQZmfot9nd8YksBz/VBbEoXoVtNkJbu7v0i4jUwzLghRc/Z4lezP023TOh3mjWq1CQ5B5wx0JXGgIUa1WM70uL9QaTShOsjqDZI/R2jgmL8QyDCqOSSni5wxUSMfkF77wBXzhC1+41v9G13V87Wtfw9e+9rWUqro+/X4fBUeMhVDRHTG/8LwOlUoFxJ1fq7sqC2reObYFdEze2N9D43e/BS5l+jgGmZ9z3UGk6zoQcCxMBvy7MIrFIjQSgwQuYoW/v6VuP8HNw/8T7TKuzWc+/Wk0f+0beILPv/gfc4Jij1E29WV8EUPouo5SsQjZmSI0xHM5vAjZmaJULHJ/r3qKLMswdD31e1bBPmPecXEddF1HzPPzdg2k0IchujBZsBIQJl0UijkUJmVJGMckYnEdk6VSCXpIX5iUIOYc1lKpBOLZzJ1BXJs4huQ7zLta+/0+pGn687JZoeKc4nCPrUSVtKlUa5DdOSL1akkEVjBHu3Ej5arE4cbhIb45fgS7sZvZNY3xIxwe3szserzRa7ehzibwCwkJ7HEMEnhUxt/xgGUakKJJ5tflKYlGvNWaQPR6PUiCDNsmszP0BJoxSQhBPYVOk3XR5ycYDsUTJnd3d2HNj2mXsRKKO0W1Vud6c6woCsDzYVAcCzErY2//AMaEfjzWtYljSNNjbG/z52rqdruwEEJ2rzd/hGVKp2/gC5/5NO0yLuT+3TswR+/TLoMK5uh9PLh3h3YZidLt9VNPl5DmZ+h2u6leI0tEiqu8LlLgwRRcmCwWCmvPTJd9B0UBnWAvQpZkYWZMkjjiel9wGaVSCWpgU62BhD5UTlwCq1Cp1blflyruFJUa+3GYuq5DUyQqbhcalN0zIc+SLqNRq0Hxrv57skKbueZOlvnUS/dQnj7M9Jrl6SN8+qV7mV6TJ7b6nUTPsZdJHvlbl16VgklnxiTZRLluSAJN06AQAFFIu5S1IFEAVSZQ1eQyrFlgd2cb2oyhDro4huQthIwsaDQaIPaEywMJbXqEfY5jXJ8icdyUy3PtH+fVe7dgTfkTJhVnglqtzq04/Pnv/R4UT8SJc+2N3sL3f/6ztMu4kE+9dA/1+SPaZVChMX+ET710n3YZiXJjdwgtxcg5EvrQFFm49SWBIA+ta0JCHwVTbGGyVCxATsAxWcqhY1KRJS73ARcSxyA8u90uoVwuQ/LoCpOyb8MqFqnWkCaDwSDVZ2sWqPNTDDhJ0+r1+X+/r4o0OxUqheIqtJt1yO78yv9e98U8b0uLe3fuoLHI9vyiMX+MO3duZ3pNnui3WygEyTW3KM4U9cYm3vh5mIYBJQoyvy7hKDVuI0wyTqvdgbrgO85VWYzQbPEbY/k87hzswVqwI0wq9gj1ppi53oQQ1JttKDZbDtWrYM2Pce/mPu0y1obb45M45rf2Z7h98yaaDn+zVo3xI9y9xW+cyhc//1n0x9+hXUYiSL4D3R0zO/P2zp07KE/zKUyWJg9x545YjsmDnSFKTnqOSXVxhk6Pj4PN6yDLMvdNiasgBy4qJXHFBACoFAuJRLlWSvkTJmVZBhFkxiRBLOyMyVKpBLgLqjXI3gLlcplqDWlyuDuEtuBbKNPmZzjc5cOZd3N/B9qMz+Sm60ACD7oiczOTLCm6zTpU7+rCpOzONsLkNRgOh5Cnx9k1FsUx5JmYKXJJ0Wg0UPSv/p1/EYozQae1ESafh67r0JC9YzIO+ZkxKeaKWCB2t0VYeJ5iT8C5h7s726i57ETt6rMT7O3u0C4jNQ4P9qDPntAu49o03FPsMSoCXAdZUbg8KCVxuKxdAPb396GO+XNMVhdP8PLdW7TLWJkbN25Amx+DBB7tUtbGOnkTn3r9dWadGo1GA2rgCPFeXwcSeFAjD/U6+7Fm12Frawtlb5Ta62vzUxwIuL40rPXnEPKI5DuoldmeN7Yu1VIBUrBelKsUuKgKLuBehCRJkESJORY4ylVVVZCY7n5B9uZo1KpUa0iTve0haik+W7Og5p9jl5Pn953DG6jZ4guT+uwIw21xz5KeR6NeRyG8hsvbnaNSqaRXkGDIsoxOrw9tno2hQ5ufoNPrc5vUlAXNZhOam9zMQ8WZYNgVz4iUFLquQ6WxLgqDjTC5IRkOd4YwU57PkzaWfYbDPf5mi72I7e1t6Bk9YK+CtTjBnf1d2mWkxv2bByjP+XOLqdMn2Nvbo13G2qiaDinkTywgoQ+NkwiDF6HrOixTh+TR7US/LpX5ExweHtIuY2UkScKrr7wC6/Qt2qWsTX/8Fn7wC2zGuD7l4MYhjEm+XJPG+BFu3OD3N/I8BoMBlBQj74vOGW5w4ri4DlahAHlN8YpH9MhFRXBhslQsQovWW0vpkYuSwDGVz0OWZUiiOCbjSOhDU1VVqc7kk70F2g2xGn0+zmAwQMHhO1Gr4Jxja2uLdhlXYm9vD6WF+MKkMX2C+7du0C4jcyqVCszwinvrOIaEWOj7dxq8ev8OjFE2cybN0ft47f7dTK7FK81mczkmKyGKwQzdtpjJfUmgaRqdKFeA2Wb0Z9kIk4wzHG6h5o9ol7EWVX+EIScLz+tQqVSWAgEj805q3hl2dsQTgJ9ycHCAqsOOEHwVSOBBkwBLgGHQmq5DonjIsCpS6EPTxZlZdXjjEMb4Me0yrk4cQ1qco9fr0a5kLX7oi19Af8T3nEkSBjDGj3Dv3j3apVzK97zyAOVJNptXVihP38enXxZrviQAFAoFyKEPROm4nCouPweb16FYKEDy8+eYNCIXhYLYEaWWZcFYW5j0hFhXXhdVVaGAv+SOiyBRKNxs3I9TKlcgU2yi0/w52vUqteunTbfbBZnz3bhO5ufodru0y7gSH73fjJz5pEXDOcGtGwe0y8icWq125ShXKfSgG+KcK2TFy/fuom1nk/rUtp/g5Y0weSm6roNEQWL3tEIwR7O5iXJ9HrquQ6YhTPKhSQLYCJPMMxgMoHPumNTn4g7RrrfaUO0R7TIALGMLtrfFFSY/yqfnCH12jKEgn4mh61S7n1eFhPwMfb4Kr9+/jfKMH2FSm5+g2+tz0631PO7fvw9j9HC5iOcU6/Q7ePDSA+a7fB/cv4fGLF+OyebsEV56IJ4wCQC1ZguKk858aHVxJuT6slQs5tIxqUWe8MJkoVBY2zGpRX4uhUlN06BQjghNChLxE6+1CpVqBfI1ZrYlTSG0UavVqF0/bVRVhabIXO7LgA9nGaoKFE5GbUiShHqjmdpahhXM2RPs7+/TLiNzqtUqJHd2pX8ru3NUKtV0CxKQmzdvwhhn03Sqjx/i5s2bmVyLZ8wEx0Zo7nQjTF7CUpjM+Hkdx1ydv22EScap1+uAPeG3QyuOQZypsJuDg11GhqHHESTfQblcpl1JaqiqCss0uIqx1Kcf4P4tMeL5DMPg1jFpCNTZeOvWLdQX/MyZNMaP8PK9O7TLWBtFUXDv3j2Yp+/QLmVleqM38Oe++AXaZbyQra0tKPPT1Fx2zBGFkOdnQjr/AGA4GEBLo8EujkHchZDrnkqpCMnPnzCpBI7wwqRpmlDWFCaVMJ+OSUVRIIsiTIYBNIEdk81aDQpFYdIIbOFnwHV6faicuia1xRk6Xb6SVA4P9qFPn9AuIz2iELJvo1qt0q4kcwqFAnDFNZfszVGtin1vSYNCoQBLU1I/x5O8BSxNzeUa6bosmy2SiXMl9gSNRiOR1xIRXdchZSxMkiiAovCzztwIk4xDCEGpVKbadbgOsjdHsVzhSq2/DncP91FgYOaAujhHq81HHMo67O/xtSlouuJEohiGAcLljEkPpkDC5HA4hDw74aZZpWV/gAd3btEuIxH+3Bc/j+75t2mXsRpRCPP8Xbz88su0K3khkiRhe3cP+pQfAX4d9OkTbO/tC7tOOtzdSiX5Q3ZnKFfFbHqrVUqQcuiYlAPxo1wLhQLkNTvUldDN5aGbpmniCJNRKLRjst2oU41yVf2F8ALLwfYQ2pyvESdPUeen2OdsPvSDWzdQnh/RLiM1tPkpun3xEiiuAiEEMiFX2lvL3hzNuphrz7S5fes2jHG6iTjm+CHu3Bbj3CFt2s0GFHe6/gvFsfApEOui6zpImG3qFgl9qBx9JhthkgO2tragzU9pl7ES2vxUyPmST9nd2UHNpd+tqE+PcLi/S7uM1Hlw6wasGT+bAnN2hL29PdplJELRMiEFHDomAw9Fy6RdRmLIsoxmuw2Vk4hvc/xImDiVV199FYXzd4GIv4NR6+wd3Llzh5uZVp955SUUx+/RLiMTSqP38L2vPqBdRmoMBwNU/eTjzzRBY1wBoF4pQw9s2mVkDvEWKJVKtMtIFdM0IQXrNXmRIJ/CpKqqkDl8/l4EiQIYGh/P41Vo1avQfHpN1cSdCe+YvLE7RNE5p13GShSdc9zY5kuYPDw8RM3m5wziuhiTx7h/W4z92iqYhcKVGsIUb4HORphciU+9dBfVabpxrpXZY7z+YDNf8ir0200oV4wwvgwp9GCY4py1pYFOYSSWFAXQOBpntREmOeDm3jbHwuQJDvfEmLF3Edvb21AZmHtYsk9w+2CXdhmpc3jjAA2X/vt9JaIIkrdYxjELQLFgQQqTyaHPEin0UCyIdYD30p30Ow6TgAQeNBIJE7WoaRpu374N64y/ONfe+bfx1R/4PtplXJmXHtxDe87+dzwJWotHeOm+mPMlgeWsdCuFw1N1cYYbO2I2vlUqFVhR/hyT8MWPcrUsC2RNNyzx8ytMSjG/c54/jujugnq9jmJIsbkiB/eS4XCIisenMFn1zjEc8iVMDodDSJNjbhJrrkvTfiJMws0qlMpXm4trhjYaG2FyJW7fvo1ayuNoarPHuH37dqrXEIVuqwnTX1+YlJ0pqjUxzjvTQtd1YM2mxOtCQh86R+vMjTDJAXs726hyuvCseSPs74grTFqWBQUhSER3o1xxT7G7u0u1hizY29uDNuEjylWbn6AnUCRKqWCt3eV/EW9++Wfw9uf/GgDg3c/+ZOKvLwUuSoIJky/fu4OmzX7MpTF5jIMbN2iXkShf/YHv4y/ONQphnb2DV199lXYlV2Zvbw/K5EjYA6CPiCMokydCP7/b7TbIPPk1bNUbYXcopjBZLmfvmEz7WfxC4hgSIcJGGj/FMAzE/nprqTjwhJqdfVU0TYOUsmMyq98BiUIYHB0YXZdarQaDlmMyiqDIsvD3kq2tLagzPqNcldkJd3O1ZVlGo9mEYo9ol5IK1uQxDg8PaZdBjVq1Ctl9cfy0FYo/vzYter0epNkZEEfpXCCKIC/O0e/303l9wajX6yiE60euK+4Uzc18yUvRdR3I2jEZ+lztFTbCJAdsbW2h4PAR2/csln3G3cLzunR7faiUHa3K9ATb2+IKwE+xLAu6LIGsOZ8nC4zJY9y7Jc4Cv1ywIHE4Y1IOPZQFEyZv3ryJwuQx7TJeSHHyCK/du0O7jER57bXXUDh7h6s4V+vsHdy+fZsrd4YsyxhsbUGbihubBSxj2LeG25BlmXYpqaGqKjRZTjzCpuCOhD18qFQqUP18RblKgQvDED8KSpIkrCuXEEB40eUiVFWFRLkRNCmkKICh8/NMvi61Wg2Kt74TYxVkb45iSYykjssoFovLfVlah/xpEUfLNJtikXYl1+be7ZtcJNZcFxL6UCJP+Lmsl9GsVaFcwTGpBYuNMLkikiShvzWEllJDhTY/Rn9rmMv10So0Gg0YCTynFXeGfnsjTF6GLMuZN1uT0F8KopywESY54KPuEg6R5mfodru0y0iVmwd70Gf04kVJ6EOTCVc3nnXY2d2FPmXfNVm3j4QSJi3Lgh7zJ0zqsQ9TsNz7Wq0GJXQzz6q/Lg37Ce7eEStOhcc4197Zt/DDP/j9tMu4Nt/72ssojfh5n1ehOHoX3/vay7TLSJ1Wpwt1kaxrUp6dotfrJfqarFAul0GucEAmErK/QFGQ2O8XIRGsfkARx8v/fQ5RVZWrpqDLEH3GZLVaBRw6wqTizlATZIzGi6g3W1Dt5Gc4p4lqj9BotWiXsRKv3LuD+oL9M4jrok+fYHd3j3YZVOk0apD9F7vHFG8jTK7Dq/fvwhy9n8prm6OHePX+Zr7kVanX65Cc6dqvo3sz9FrNBCoSm6yX7lLow9w4JjckiaIo0DUNJONc4nUhgQdD16AoCu1SUuX2wR4qNr0oFW12gv5AbFfqx3n5zk1YHAiTxfkTHBwc0C4jMUzThB6xLYRdhBaJJ0wCwN7+AfQJw3GucQxl8gQ7Ozu0K0mcP//lL6J39i3aZVyNKIR1/i5ee+012pVcm1dffgnt+UPaZaRKe/4Qr7z0gHYZqbOz1U9WmIwjyHHIVUTNdSgUCoCXrxmTsrdAtZIPYVJRtZVHQJAogMqR+z1JNE1jviHrqkih2I5JRVEgIaYSx664M7Qb+RAmd7eH0OZ8xblqs1PscprydHh4iPKc4b3XiliTx3j1nliNpNelXqvCvMpcXHe+ESbX4MHd22g76Zzjte0neHA339/j61AqlQBv/SjXUrRAYxPl+kKyNvKSyIdp8GNc2giTnNDr96FRjgu9LqLN2HseOzs7KDv0Pht9doTbN/apXT9rbh3eQNNhPN4viiA5MzSb4nQPmaYJlUNhUhVUmHz9wR0UJuzGCSnOBLVabelwEIxXX30V1vm71GcLX4XC6Vu4f/8+l5/Dcs7kE/5iyq7Kh/Ml9/bE71LfHw6gO6PEXk9xJqjWxXm+PoskSeu56jhE9hao5yRGzjBNSCuOJJACF3oOIm8vwjRNgLMm3eehwYdliTVm4FlM01r5e74OsjdDry3u8+Hj3NrbgbHg63zItE9xa4/PpsVWq7V0GAni3H5Ky/4Ad27fol0GVcrlMqwrCJMk4CsekTUODw+hpxSHrE8e5XpO6nUhhECRZSBab5+tezPUc5JSsA6yJGf67JDCAAWTnwbejTDJCYd7O/x1xM1PccjpwvM6DAYDSFN6n03NPcWtA/EPNp+yv78PjXHHpDY/Qbc/ECrj3jRNKBwKk0rkCSlM3r19Gy2b3a5dY/S+sF2Lqqriwf37sE6+Q7uUF9I/+zb+/Je/SLuMlZBlGYPhELqgcyb16RPh50s+pd/voeonFzenLs4x6IsZ4/oUw1hdvOIR2Zuj3ajRLiMTDMNceWa3FIi5prkKuq6LI0wK2jT3cSq1GhR3/Zi461Lw57lxTO5sD1H3RrTLuBY17xzbQz6Tnggh2N7Z42KkzHVQx49x48YN2mVQpVwuQwtekFQRR5DkzfH5OhQKBRiKDMlPNhVE8m2YqiJ8w0/SFEvlK0UYX4bizVCr5WP9vg6qpmU6J52EPqyNMLkhaQ73dlBx+ZozWXHyIUyqqgrLNCD5V4h/SIHi4ljIuMTnUSgUoEtgOtpYn3yA+7fF6tgyDAPyigdpNJFDMQ/x9vf3oYzZFSYbiw+EnvPw57/yJfTP2Y5zJaEPc/w+XnrpJdqlrMznXn8VRUHnTJbO38XnXn+VdhmZ0O12YSbomFQX59gb9hN7PRap1GqQPToz2mhgBQt0czKjxrJMSCuuYaXQhZnTgzdJkkAghotYjQNho6if0mzUIbvZ38OscJEb98bW1hZ0zhyT+vwUw+GQdhkr86mX7qIwTmdGHg0UZ4JKqZR7F2C5XIbygrM8yXdgWYWMKhKXw8MbMCaPE31NY/wYhzkX11ehWq1CWfc57Wzija+CmvE4Ain0No7JDckzHA5RcvgSJkvuOba2+OyIuy7bO7vQpsfZXziOQWbn6Ha72V+bIju7u0x3KzacI9y7dZN2GYlirhE9RhNR3QWqqqJarUBxJrRLuZDS9DFu3RI3FujBgwcwxw+ZnndVOH4Dr776Ktdznl99+SV0ZuIcAH2c9vx9vPoKv6LxdWi32yCLUWKvV/HH2B6ILUw26nUoTn6EyUIwz03HdcFaPeJSClwUcipMAhAmiUQRtGnu4/TbLShO9o5Jw5vmZt5VvV4HsSf8xH7HMYgz5fpe/+DeXbQX7DaGXhdj9D4e3BO3kfSqlMtlwJtf+m9kf4FiqZRRReLy2v07KE6TFSZLs8d47f6dRF8zDzQbtfUaiOIYUhxxfdaQFZqur5yWsgpqHMDgqOFkI0xywmAwgDzjK8pVnp5gMBB/xiQA3L2xB2OWfdyc7M1RKpdzEQX3cV65exvWlN1NQXH2gXCRKIVCAUg4diMTfGdZu4Dcu30bxugh7TI+AYkCKL4t9MGQoij41GuvoXD8RiKvF6omTve/gFBN7qByMPo2/vyXv5TY69Fgd3cXyvREuHk+iEIos5PcpB2oqgpFIol9jkVvLHxDVq/VgJIjx6Tuz3PjcioU1hEmPRQtsQWty1jO6OF/7rAc+sI7JvvtJkw/+3uY5EzQbObDfU0IQbm65sFyhsjuDJVajesGg4ODAyjjx/yIwS+gMX+E11+6R7sM6pimCfiXP5dlz0alUs6oInG5dfMmGnayBoO6fYRbgpkCsqDbbEJ5gSB/GVLoQRe8ySopDF0HCbOLclURcuWE3wiTnKDrOlSJMO3O+Dgk9KHKhKsfwzrc2N9Dw8ve0arPjrG3u5v5dWlz++Yhmg6jjskohOTOhRNlrrJgZxLfFbYr/dX7d1BjsGtXnzzBzt4u7TJS56tf/hIGCcW5RpqFsxvfj0hLxgkjBS7M6RHu3OG7e1SSJOzu7yce+UMbY/wIe/sHkKT8LMMbzTZUe5TIa8kL8ZMieq0GtBwJk5Kbnxk1JWu9GZOlQn4dk1l3nKeFlAPHZKvVQjFc/cBzZXwvV3PGtodDaHM+mte1+Qm2h9u0y1gLVVVRr9Wg2MnNzaZJafIQt2/fpl0GdQghkAi5VHCW/QXqm8jKtdnZ2YE8OUpO3I9jyJMn2N7m+95Cg3ajBt1f/TktuzNUKtXkChIY3dAz1XLUiK+RAfk5ERGATq8Pdc5HnKs2P0W3nw+3JLB8wJrz7KNcjdkR7h3uZX5d2uzv70NjdL6eNjtBf2vIdTfoRciyDB7/IgIIe/h/69YtVKaPaJfxCazJQ7wm8HzJp9y5cwfm/BgSg07i4tG38ZnPfFoIN/3nP/UKKoLNmayM38XnP5WP+ZJPGfS7UBfn679QHIP4LorF4vqvxTCNRgPFcEG7jOxw5yjlJCKtXCysNWOyXMyP6PIsurm6qMsSJBC3ae4pjUYDhpdtlCsJfWialuk1aXP7YAc6J8KkMT/B7QP+kyJefnAP5oj/MQMk8KBGfm7SCl6EbhgglzxfZM9Go17NriBBURQFtVotsXE0ijNBvVbfxImuQK1WW2uvobizzf3jipi6ASlDYVKJfK5MYmKe1grK4R4/C09tfoKbe/wvPK9Ko9GgMuOh4Z1hfy9/wqRpmjA1hUlBwJg8wku3xYySkAj4iq6JY0gSj3Lq1Wi1Wsv4JsZiLlv2E9y9Le58yadIkoTPfeYzKB59m3Ypn2Bw/i189Qe/RLuMRHj1lVfQnL5Hu4xEaU7fwysv52O+5FMOtgfQ7fWFyWWEvfgd6/V6HeYaXcxcEUdQJEnYJqJnKRUsKNFq4poS+igJGk9/FQzDAFlR1GUKQeeff5xGowHJznYOuuJMUMvZIenu9jbqXgJNPxlQ886xMxzSLmNtXn/pPloL9hpDr4sxfoibN8Xfr12VYrEE2bOf+3/XAhuNTZRrIty9dTOxNBxj/Ah3NjGuK1Gv16EHqwuTsjdHu5GPtJN1MU0DUpSdMCnHAVeNWvnYAQrCzb0dlJxT2mVcibJzisMcCZOEEDRabSgJxZRdFX12lJsZVc+yf3ADOoPxfi3nCPcEFSa1F3QSsoYUetB1fiIMrgshBFvbO9Cn2c+3vQx1/BgHBwe0y8iE/+3LX8JglEyca1JI3gKWN8Hh4SHtUhKh3+9DdafcRNm/CBJ4UN0p+v0+7VIypd/tohys755R7RG63U4CFbFNrVaDwsncsHWRvQUKpfwc9pmmCW3Fwwk9Fl/QugxLEMckcuDsKxQKIBk3kCrOFK1WK9Nr0mY4HMKy+TgfshanGAogTN65cwfWiP+GuerkfXzm1Xw1yV1GqVyG7D9fpLEiB+VyftYqafLg9iGqi2TGMlUXT/DSHTHP3tKmUqlAcVdvglTcGbrNfDUDrYqVcZSrHPE1y3wjTHLE9vY2Kg4fUa5l5yx3Od8He7vQZxkKBFEEyXdQyWnW/av3bqEwZS/O1Zx8gBs3btAuIxVM04Ic8DNnUvIdGILPmXnt/h1Y44e0y/gI2Z2hVChwFR2xDgcHB7C8GeQ1BscnTeXoT/HFL3xOmDhpQsgyNvec/0MgADBH7+Pu3bvCfD5XpdPpwHLXd8+o9gjDXi+BitimXq8DGbuNaKE4EzSbTdplZIZpmtDi1Q4ntNjPtTBZsExIHK1DnwcBEf4ZQAiBqqqZHsQp7hSDTr6EyVarBcz5mHdIFmMhhONisYiCrkFe40CfBeqzh3hw/x7tMpihWi5BvqSZQg/d3ETOp83h4SEq82SEycriSJhm3KypVqvAGk2QhchBPSfz4delYJqZRrmScBPluiElhsMh5BkfUa7y7ARbW1u0y8iUe4f7KC6y+3zUxRnaXfEP557HrcNDNB22nGIkDKBE3vIhLyBWocBkfO7zkAIXBcGFyXt3bqPpJLOwTwJj/Ai3cxDj+hRCCL70fZ9H+ehPaZfyEf2zb+GHfuBLtMtIlC98+jXUJ+/SLiMRGpN38IVPv0a7jMzpdDqQE5gxabpj7Ay6CVTENrIsQyYA4oh2Kamj2mMMcuCCfYppmlBXdP2pYb6FyUrp8oNjLogjyAKPGfg41XoDipPdnEnDm6Lfzk+TA7AcK1AsFplqkLsI2ZujUCoKE9n94P49mBy7JkkUQLHH6OWg0euq1MplSP7zo1zV0BF+vnlW9Pt9SPOz9UcExTGk2enme7wiqqqCRKvvM8zQzq1J5roUzGwdk1IYbITJDemg6zpUCczHmZHQhyZJXP0QkmBvbw+1DKN29dkRbu7vZnY91tjd3YUyYUeQAQB9+gTbO7u0y0iNYsHiqlNdChwUBZ/FdOPGDehjdiKNq/PHeO3ebdplZMoP/cAX0T9lI85VcSYokkC4xIKXX34Z1dE7tMtIhMroXbz88su0y8icYrG4jPVb8xCi7E/R7YovTAJAuZqPOFfNnWK7ly9hctUZk3KY7yjXeqUEKeBbmJQCF7opdtPcUzqtFhQnOzdfOZih3W5ndj1W2BoOoc7YjnPVZidCxLg+5TOvvoTGjJ3Emuuijx9j/8ah8M7t61CvliBfIkxKvrNxTCaEJEmoN1trj8FS7REarbYwDQ80UBUFiMLV/rf+YiNMXhHLNKFEQXYXDDyu9JjNL5gzev0B1Dnbca7a/BS9wYB2GZkzHA6hZDjrrWyf4M6N/cyuxxqapqFYsJiKUTEnj/DKXXHdYuViETJHB0Jy4KJUEruz0TRNWLoGyVt9cHmSVGcf4NYtcX8DFzEcDlGSQygO/djF6tGf4itf/D7aZSROrVaDpRDmHQEvQvbmsBQirKv+RViF4qXd6FdBd8a5OXhutVpM3FfSphxO0W7zH+93VSzLWnlOohx6sARPgriMarkElaN16EXIvgNL8Ka5pwx7HagZ3sN0byJEVOh1uX2wC33OdqqWNj/BbYEaqu/evYvSmF/HZHn8Hr731Qe0y2CKarkMI7qkAdtbbITJBLlzeAPGZL3man3yGHdvbmJc16FQLkNZcX8te/Pc7mmvi67r0OIMhclNlOuGNLl5sAt9dky7jEvRZse5dPKZpglNIpk5WivOKXZ3dzO5FqvcPDyEvuaCJkmazhHu3BJ3+Ha1XILkc+SY9B1UBRcmAeDWzZswWHBNxhGk+Vku41S+8qXvR+3om7TLQOfsW/jBL30/7TJS4dVXXoJ5xrdr0jx9G6+9kj+35FPanQ5Uez33DLHFmFF1FQbdNpQ13y8eML1Zbj5TYLlfkILVhEkSurl2TJZKJZgruk1ZYem6EX9tCgBbvQ4KXnZRrtJinKt5tU/Z39lG3WO7cb3unWN/d4d2GYlRrVZhSPHazVa0aM4e4sH9+7TLYIpisQjzMmGSMwcS6zy4fYjqYj1TR3VxhPu3N8LkOlQrFcirNrg7c5TL5WQLEhTDMKCuOF9+JQIfmqZld7012QiTnHFrfw8Vh+2OuIpzilsHe7TLoEJ/awtaRsKxPD3O3RzPZ3n13m2UZx/QLuMj9MkHODg4oF1GatQrJa42YLJvo1EVf7H02oM7qMwe0S4D2uwE3f5WLuNUfvCL348O5ThXdXGGqqEIG3P5uU+9hs6U7zmTndm7+FwO50s+ZavfhbpObFMUQZEIFEVJrCaWGfY6MDI81KeFYudLTDBNE1g1Ft/Pd5RroVCAHvHumLRRzsmcslarhWKQURx1HEMKAxiGkc31GGI4HMKy2Y5ytRanQkW5AsD9e/dgnnPomoxCKIsz4cY+rEupVIIWPuf5EseQCNlE3ybIwcEBKvZ656YV+xj7+/lNkEuCeq26ciIRQQxZlhOuSEw0TYOSoWOScHa/yt/pIedsb2+j7LDdEVd2TnO70Ll9Yz8TR6sUuDA0lasuiDS4eXiIus3GnEkpcGEoEgoCxzOVSyVYl3USMoYZuyjnIHLl1s2bqC3o/w6M8SO8nLP5kk/pdDqoWjrVqPX60Z/if/uBL1G7ftrcv38f5vm7a88opEYcwzx/D/fu3aNdCTX2Bj3oa8wbU5wJqvVGghWxTbvVQjkQX5iM3XzFoxmGAfgruv5y7tgoFotQQ37WoRchBQ6q5Xx831utFjQ3G9e3FDiwiuLuwS6j0+mAzM9pl3EpZH4uXAz79772MhpT/oRJY/wIe/sHXB1aZ0GpVILynKhwEgW5P3dLmn6/DzI9XX1fF8cg01P0+/1kC8sZrXptJcckyfl69LoYhgE5wxmTvN3eN8IkZwwGA0gzth2T0iy/D4hbB3uoZuBo1WbH2BrmU/z9OMPhENLkmImDan3yGPv74rolgeWC3Yj5ORAyIg/FHHSlb21tQZqeUP8dNJ0neHAnX/MlP85Xf/CLqB/Ti3NtnX4LX/r+L1C7ftoYhoFWswl1wXZz1vNQF6dot1q5dHM8pdPpoBKuLrSpzghdwQ42L6PT6cB0xZ4xSQIXhmHk6oBUkiSs+teSD//3eaVYLEL2eXdMOqhXxE/zAIBGowGyyOYeptpjNJr5iYT+OLIswzItZlNtJG8Bq2AJ56x58OAByhzOmSyP38PnXs/vWIHnUSwWIXkX/4Yk34Fp5bPxIS1kWUa5UlnZrSe7M1SqVeHuK1nTrlehrvAZyP4ChWI+mqySYClMZhTl+qHDmyfyu7PhFFVVYWgapFUjgFJm6eTToKoq7VKosLOzg1IGUSra9Ah3bmxiC2RZRr1eh7KGAyMpCtMP8Oo9sUWZYrEI7TmdhCyiBU4uXBiyLKPRbEFZJyIxAazJB7hx4wbVGmjyxe/7Alqn36ZybW12jGalhEZDbDfZ5z71Gkpn36FdxkqUTt/GZ3Mc4wos3TOG+3xhMlRNnO5/AaF6cVSlYk8w7HXSKo85eHDBrItqj9Fq5+czfcr/n70/i5Etz+9C3+//v+Yh5jkiIyPnPVTtmrva3V3dbRvuOUdYgDGDMBJC6AKWjBC6PNy3KyGBMAh04QFhYaErXelKtsQDRwg/cDicAwg10jk23HsGYwzG1VXV1VV7yIzMjGnN9yEy984hIjKGNUTE+n0kZGpn5Fr/zshcsdb/Ny27X7Bh+wyhM00TbMMDk7KXnopJWZbB4S+UOPfQ58A04ugCzVp6Elfu2mnvQF7T5HW5/wo7O9vVxhUYz5nUBLa2AeFpKr0v8O477yS9jLVjGAYw5fNFcIYwUpDsHLfDgwMoF8uNZVIuv8bhQTrHh4Upl8st1RFNsIfI5nIRrGg7KYoC7sUTmGSeA1HarApvCkxuoJ12O7Y5hosaV/Jt343nvOr1Olgv+mqOkn2K44O9yM+zCZ48OoF6/uOkl4Hy8DkenZwkvYxIzWpxso5Ed5SKikkAeOvxMdSL5P4OmOdC9G3k8/nE1pC0YrGISj4L+fJ57Ocuvfht/He/7/uxnzduH2/wnMla7zN8/MH7SS8jUZVKBXxGAoUv6zg9+h58WZ/4dd25QKueno1nRVHAfTfxavgoScMztJvbORd3FlEUAd9b6HuY76Zmvuo0uq4DUypaNoXqW6m5NwWATHaxipiHPgemkUfn2E1R4spdj/b3IPfXNDDZe4FHW7pv8eztt6Cdbs59KfNdiIMz7OzsJL2UtSPLMjAlcMBdC5kUXbfj8uzREYz+cs/NZv85nj1Kb0J0WDKZDNQlZncLzgDFPAUm5xVnYJJ7DuQNa7NLgckN9ORwf30Dkymv5BMEAWbGhGAt15JgXvrgBTqdTqTn2BTvPn2E/BrM1xMvvsLe3l7Sy4jUpmWqM2eYiopJAHj36eNE50wql19jt7OX2PnXxX/3099H6eV/ivekQYDSq9/Bd7/znXjPm4D9/X1Ily8W3tBPnO9B6r3AwUF674+AcVCBuUvO1gOQcXpbN6PqIblCEeKMKtNNpwzPsddO3/gHWVEX7n7DXBuKulgV2bYRBAEMmx2oV7x0BSar1SqkYfSdbbLuJZqN9CU5XDvc76BgrWer+6J9hqP97dy3+IkP3kW5tzntXJXzL3FweJSq9unzYoxNbX8ouCNkM+m5bsfl8GAfJWu5hIrC6CUOU/5cFYZcLgfJWXzGpGAPUKLA5NwURZma+BA25juQZQpMkogdHeyhaEXfLnQZVMkHdDp7kHsRVswEAVi/m7rNuWmOj4+R6ycbmBTsPkxd3/oB0KZpAksMx06MNRy3ZUmBo6MjZPvLtUIJg3bxJd57ut2tjOfxyXe+jdKr34m1wknuvUCtXExFtaogCDg6OYbW/SLppSxE636B45OTVM+Gu6ZpOviSCS6KdYFKJV0zxOr1GsRBN+llRCbnXqBZT18wQVU18AWD9PxqHmfaSZIE5rtJL2NpsjtELkXtz3YatVhGDej2RaqfjdvtNszRegYmjeErtLe0o9azZ8+Q6W5OYDJ//hm+/VG6u3fMIorixM8X7oyQz6RjTyFOnU4H4uVyBTdS7wV2d3dDXlH6ZLNZCEsEJkVniHIhPfcyq1JVFVghOXcR3HOgqJu1L007JBuo0+nAGKxnqw6q5APeOt6HGmFF63jQc4E2OK/U63Xw/mmirc6U869wnILZeuPNoM2pVGKBn5p5t7VaDXxwDgR+Iucvj17gyaPtbmU8j3w+j2qpGGtXg9LL38Z/+5Pfi+18Sfvexx+heP5p0stYSLH7Kb73zY+SXsZaKJUrEEcXS30vG56jXC6HvKL1ttdqQkp4fnCUdOsc9RQGJjVNA/cWDEx6NjQt3RWTAGCYGQiblCR3B7f7qQpMdpp1aNZy1/xFCIN0J+3GNU5mGax/trXX+Ww2C0MWIVi9pJcyl9Ll53jvXZovOY2mGxOT57g7QiEls4HjpGkaRPgLJxsxz4XEAronCkEmkwGsxe+pdH+EfIruZVY1bhUdT1Id8xxoG5bISJGNDVSr1cD6Z+s3c4Yq+QAAB3t7KDpnkR1f6b3A/l66g783cc5RqTcgDZJ7GMv0f4z330pHtRhnbP2uPZMEAXiKutQwxlBvNCH3kklaUS5+jMPDw0TOvW7+25/6HkovfzuekwUBSq/+M77z7W/Fc7418MEH76PQ/WHSy1hI4fxTfPA+ZagDQKNWWa6tXxCAB/74wS5FOjtNmHY36WVEhvXPUvncoOvawq1cuWuPZyymXC6X2+jAJKwBstls0quITa1WQ9aNvh01c0ap6ZIyiSiK0FR16Y4EUeHOCLqmQhCEpJcSmffffQfa2frPmWSeA8nqodFoJL2UtaXr+sTPZtW3kU3JeJi41ZstSP3FugFK/VeoN1oRrShdli08UL1hqu5lVsUYi20UAffsjeuwQoHJDcQ5Ry6XX7vMLKrkG+t0OtAiHD6v9l/iyeF+ZMffRG89OoZ6/uPEzl8cvsDx8XFi54+Tqung7no99E7C3RFUPV0bFM+ePIJ6Ef/fAXctqCJP9YbQTZ98+1sovfrPsQTw09TG9VqpVIIuBBDsaGc5h0Ww+tAFhmKxmPRS1kKnWYc4WjwwKdh9mJn0PQDX63Vk7eirjRLh+xACb+vb4E9iGvriFZOuDVOn6oBiIb/RgUkeBFsdpLmrVqtBjfgaxp0RNE1P/dy81s4O5Aj3IJYh91+itbOdbVyv/cSH76G6AXMm1e4XePTocer/TmYxTRPChOC+6lv0nBuRRwf7UBZs56r0nuPR0V40C0ohQRAAf7GuW7I7HFdbkrnFde3lngNdo8AkicH+/h6UGFvFzUPpPadKPgCFQgFsdBnZpnTJPqWf8x3vPHmE4jChOZNBAOHieWp63Gey2Y3YEBLsATIpy+J669ExSqP4PxeUi6+wv0/D56/l83mUC/lYNodKL38H/5fvfxL5edbNh++/D/3Vp0kvYy766e/how/eS3oZa6NeqyLrLp5YJ44uUEpZG1cAaDabkIbRdeFIkjg6R6Gcrpmh18wpVRmzcM+CaVDFZLmQ35jElLuY50CS0zFi4Fq5XAbrdyM9hzg6Rzll84cneXy4l1jnlGnk3ks8PthLehmRevr0KfSz9Q9MFi8+w3c+ei/pZay1bMacmIAte9SxICqPDveQGy123cqNXuHRARVqhEXTDQjucKHvEZwRVUwuiMXUeY55DgwKTJI4vHV8CL3/POll3KL3nuPtk+2fs/cQxhgKxdLSM5QeovRpjuddR0dHyPS+SuTconWJXC4HURQTOX/cNqWFlmAPkEvZzdLh4SGMXvwBeq33Nd55nI6K4Xn9Nz/5CQovfyfy85RO/zO+8630tHG99p2PP0T9cjPaudYvf4jvfEzzJa+VSiXo7uJBBXF0iWY1fRvP2WwWbNTbjBbqC5IHp2i30tmKK2vo4O7iFZMZkyo2qqUCJGf970MnEexB6iq/FUUBD7xIr2HSsItWYztnGC7icK+DgrVecyYL9ikO9rY7edcwDORMA+IybepjVDj/HO+8Q/MlZ8kYk5OGRN+iwGREOp0OsqPFWrlmR69SUxQQB9M0F28Dbg+oYnJBkiSDeU7k5+GeA2PD5q9SYHJDHR7so2gtdgGPWsl+hYP9vaSXsRb29zqQo6hoDQJwq48cDRq+pVKpgI8uF25BEAbl4sd4dJyegHwxn4PgLJZRlQTBGaCUT9ffSblcHv8dBPH+HZRHL3F8RPMlb/rOt76Fyul/jvQcUv8VilkzlS1Cnz59CuXs8/UP1gQBlLMv8PTp06RXsjZKpRIka/F5Y5J1gVY9fYFJxhgyuc2tEJtFGZzieG8n6WUkImsu0crVs5GjikkU8nno3vqPFJhEsAfIpezeFAAy2VykI2iU4Tk6TQpMttttGAtu8EfNHL5Cu73drVwB4KP334V2ur4Jc9y1IPsWKlRZPFMuY04MTHKHWrlGpdlsgvcWS6jgvVdopTSxLQqZTGbx/T138+YYJk1WFPAYApPMs2Hqm/XeUGByQ3U6HciX61UxKV0+p0q+K0+P9qH3ww9MisMuipUqzQa4gzGGerOVyFyNbP9rvPf0UeznTUp5Q2b7CPYA5WI+6WXEijGGSq0BaRBvtrR8+RX296mdyk3lchl5Q4M0iK4FY+Hl7+D3fy99bVyBcQVGs9mE3Fuv+6C75Mvn43XKctJLWRuFQgEYLt5RIuP1UUvphlqz2Yj0WpKUvHOe2opJXdehBIsFJtWAWskB4ypizVv/BLlJBHuAYgoDk/V6HdKwG9nxs+4FmlQxiUajsfAGf9RY7xSNRiPpZUTumx++j3r/i6SXMZV29hnefvvtpJex9nKmAXFC0hBzLWgbVoG0KWRZhiTwuSvJmOdAFgRIUrraokcpn8suFpgMAnDGaE96QYqixFIxKfku9A27XlFgckOZpgnRdwDfS3opAADmuxADD6ZpJr2UtbDX6aBoh/9goPRe4JDmS0709uNjKBfxt3MtDF/g8DA91WKlfBbygj3ok6C4w9RVTALAk0eHUC7ia+fKPAcSfLr2T/CT3/kJZF9GVzVZOftdfPLtn4js+Ovuux9/hNzp7yW9jJlyZ7+H736T2rjeJEkSeOAvXO2qO32USqWIVrXeDnfbkGNOOImDPjpDs9lMehmJ0HUdir/Y5oTsO7QxivFIAcld/wS5SQS7j0qxkPQyYrfbrEOKsM2lbl+gVqtFdvxNIYoiVEVZeH5tVLgzgqaqqRh38vjxYyjdL9a2k0fp4jN8+8P3kl7G2ht/Nk9IGqKKyUjVGvMn4EmDU9Qa6bx3jEoxlwW359/fY75LSbdLUFR14W4py5ADB4qiRH6eMFFgcoMlVSE2idR7hUYznVnPk+zu7kYyfF4fvMSTw73Qj7sNnp4cozSKuXomCMAvX6SiRc21XC4Hw1//Flq6P0ply+Nnj05QGMb3dyBfPscuVcpP9N1vfwv17u9GcmzB6sEUglRvxH3jow9QuVjftlkAUL34Ib7x4QdJL2PtGJkshAVnxEnWZWoDk3vtFrJWN+llhI71z1J7DdM0DdKCgUnJtykwifF9KI+wLWiUZGeAagoDk51WA7rdjez4PMXXkrtaOzuQItiDWIbcf4XWTjradSuKgnKptLbdDbLnn+PZs2dJL2PtTe1m4LtUoRehg9323Pvacv8VDjrp2XuLQzmfhejOv78nOEPoJs2XXJSqxlQxGbgb12aXApMb7MnxAZQ1aeeqXH6Nx0fUyu9aNpsFd4ahz3or2Gc06HmKw8NDmP14/x4Eq4dcLg9BEGI9b5Ky2SyUDamYzGazSS8jdvv7+8gO4vs7UC+/wtuPjmM73ybZ2dmB5o8imQ2XefE7+G6KqyWB8c9Xti7A3OgzD5fBXBuydYGdlGzKLaJYKkEcLThncnQ5bgObQq1WCxlrPTc7l8U8F5LAU7vRp2kaxElVGTOInkOtXDG+D4W1mRWTGX+QyrnQ9XodWWfx2cJzCQJwj6qJrz062IOyJonrcu8FHh3sJb2M2Hzzg/dgnH2a9DLuEew+dJEjn88nvZS1p+s6pAkVTRzUsjJKJ/u7MIbzdQYxh6c43qPAZJgymQy0BQoPuDOkbllL0FUtlopJ0aeKSRKjx0eHKIzCn2O4jOLoJZ4cHyW9jLVSrFQhhty2Ru6/TFV13iIqlQr48CL0YPAs6sVXOD5KTxtX4LqF1voHJsWUBiYbjQZ4/yy2VkJl6yUe07V/qm9982MYL/5L6MdtnP9XfC/lgUnGGN5++23oZ+tZNamf/hBvP3tG8zcmqFfKiwUmgwA88FMbxGq1WhDWpAImLNLgFLX69s8dm0bTNAgLbk4IVDEJAOCcQ2As1vv9sKhOP5WByWq1CmUUTStXwe7DTOH9/jRH+x3krVdJLwMAkLdOcbSfnq4qH73/Lmq99ZszqZ3+EO+9S9WS89B1/f6MSd+HINC2eZTa7Tby9nwJeDn7jPZDQ5bJZKB6i1VMZjNUMbkoXVPBY6iYFH2qmCQx2t/fR2awHoFJc/AC+/tUMXnT/u5uuBmLgQ9upzPYMg/GGKr1BuR+fA9jmf7XePfJSWznWwfZbBbMXv9MdW4NUvm3wjlHoViCOLqI5Xxa7zld+2f43re+icblp6Eek7k2lMEZDg4OQj3uJvr+T3wDlfNPk17GRJWLT/E9mi850U6tstA1ijtD6Cme7aOqKkQWrM1c+TDI/Zc43EtvBxBd18EXrPbmrkWByStGJgthA+5F7xKtXiorv8vlMjCIJjApDbuoVqmN67Xd3V2Yc1YeRc0cnaYqgHB8fAyp++XazZms9L7AT3zwXtLL2Ajjz+bbM1q5Z0FW6bM3Ss1mc4EZk+mdTx4VwzAmVgpPw50R8lmqmFyUoWmxtHLlnkOBSRKfer0O3ouvMmaqIAAfnKFerye7jjXz+LADbRBekEwcnqNYqYZ2vG301qNjKBdfx3a+wugFjg7TVTFpmuZmtNCyh8ikNJPrYL8DpRdDO9fAB7f61BpohkePHkE+/3GoAQX99FO88w5V4gHAO++8A3NNKybNsx/i3XffTXoZa6laKcPw5m9xLFqXKBbTOV/yWqVagzxYj83mMJjDVzhOcWBS0zQwx3r4hTcwx6JWrlcKxSLETZwzmdKW1IIgQBJ4JMkV0vAc7SbtQVyr1+vg/fX4rOC9V2g00lMZL0kSmq0W5N56FA5cM7qf46233kp6GRtB0zSwu4FJ1964Tf5Nk8lkxonvD+1rBwGYPUjtHk9UTNOEuFDF5AiFFBYArMrQ46mY5N7mXbMoMLnBBEFArpCHaEU0s2FOonWJXL4AzunX6abO7i4Kc7YkmIfSf4l9mi8509uPT1AcxjdfT7h4nqpMUGB83eEIkk+ImCUIwBlSe016enQIPYb5MtKgi3K1RgGyGQRBwKNHj6GdfRbaMWvnv4ef+k6627heM00TxXwW0poFbKTBKYr5HIwUV/nNUigUoLvzJ7iIVg/lUvraH9500NmFFGNHiKjl7G7q7p9u0jQNgTP/JhAABI61cRsNUamWShA2LTAZBOAIIIpi0itJRKFcgRRBO1fVOsf+DlXPXJMkCaos36v6iht3LaiKkrrf95/44N21SpgTRxfI6BrNg5uTpmnAnW4G3LWgUreCSDHGYJoZcGf2uCDBGcDMZGnvIWSmaYItcE8quiMUqGJyYaYez4xJ5tGMSRKzw4MDyJfxBWImUS6/xtEhtZS7q91uh9rKVRu8wqPD9MxpWMb+/j7MmNobC3YfpmGkcuaVphvg7mIbanHi7giant6AwMH+HooxzJeRe89xdLAX+Xk23e/75CdQ6f7XcA4WBNDPfoh33nknnONtgW9/4yOYr0L6+YbEfPVf8Z2PqY3rNMViEYqzSMVkD81qOcIVrb+Tgw6MNWnPFwap9xI7OztJLyMxgiCAYbEEL3b1fQRoVEuJJ+YuatyKN70Vr816HdKgG/pxc84FdW26o7nTSjyRReq9RCuF1/gP3nsXtf76zJnUTn+ID9+nZ4Z5ybIM3Klo4p4DnQKTkavV65AfaOcqUZe+SBiGAdizg8I3qYFNyQ5L0FQVcuBGfyKqmCRxe3ZyBLOfbGDS6D/H2yfpamc5j1wuB2b1Q6ssK9hn2KOKyZlqtRpY/zSWaj75Mr2z9bK5HAR7/k3luAlWH9lcLullJGZ3dxdSDK1cM4OXeHpESSkPee+995A9+zSUY8m9F2jU6xt3sxmlb370AeqXnye9jFvql5/hmx99kPQy1lahUAAbzR9UUJ0+qimvmGzv7CAfYheORAU+uEebGgtl/AcBqEDgjVq5tFDV9ToQrUvkUtjG9dr+TgPSsBv6cZVRlzaq7zjZ34OScDtRpf8SJwfpS6g+ODiAeP4VEPhJLwUAUO1/gW++/17Sy9gYjDHwOx+23LNh6BSYjNp+++E5k9LgDPttqpAPmyRJYAu0Wld9i7oCLUFVVUhB9K1c4VLFJInZ4eEBiqNkbzyLo5c4PKDN6bsYY8gXiqFl9CqDV6nOLp8H5xyFYgni6CLyc+m953j26Cjy86yjQqEA0VrfwKRo91Es5JNeRmIMw4AYeGB+tBlZeesV9vb2Ij3HNshms8gZOsTh6i3Msqf/FZ98/GEIq9oeh4eHkC6fRzK7aim+B6n3Aocpmz+8CMMwFmoZZHh9lErpnjHZbrch96Jv0R0HadhFqVxJehmJE0Xx3ue0J2l4dfAJPOn2JijzvVR26JimWCzCcNf3PnQSweqhkuIEi51mA1kn/OczNjhHuZzuivq7jvc7yFnJVtjnrVMc7+8luoYkCIKAdmcPysXXSS8FAKCdfYEnT54kvYyNwoBbSe7MtWAa6a12j8veTgum1Z35GtPuYm+nFc+CUoYzNndxh+RaqU8uXIYaV8Vk4G9chxUKTG64TqcDMeFWruLFc3Q66cuIm8dueyecVipBADbqIZ/Pr36sLXd0eAAlhr+JkvUShwfprJislgrrXTFpU3VNvRl9Gyfx8gV2qYp7Lj/xjQ9hhNButHr5Gb7xIVXi3SQIAo5OjqF116N1ltb9HMcnJ6mdcTsPxhhEQZg7mKw6AxRSXGkEjBMcuDNcmyqMVci9lzjYo+cGVdPAndtz4HxZx+nR9+DLtzdBuWtBoUr51xZtB70ORKuHeiW9CRb1eh2GHfKMSd+DJPCN24CLWrvdRmaUbGDSHL5K7Rzhb334HjIhdUpZhTjoopDPjecmkrmJknwraYi7NjI6BSaj1mg0kHFmf0ZkbGrdHRVJVuZOahc9qphchqqqEL3oKyY5Nq/FCu2abDhFUaBKIvgCmedh4s4IqixtXKlwXE72dqGEEBwQ7D6yuTwNep7Ds5NDmIPoA5Py5deprRarlYrrXTFp9VArpzsw+ehgH8pldNX0zLUhC4yu/XP61jc+RL332UrHYJ4DedilYPAE3/+Jb6DY/b2klwEAKHU/xfe/SfMlH2JmcxDnTHARRpcoFtN9TQeAUrUaSSvEuOmDl3hyuJf0MhKnajq4Z8/1Wu6lez7hXcViEXyBdtDrQLF7aFTSW9lXq9Ughnz9kobnKFL19T3NZhO8l+yMSd4/RaPRSHQNSXn/3XdQ7X+Z9DKgn/0QH71H8yUXpagquPvms5l7NrImBWGiVq1WIT/Q9UweXaBarca0onTRdH3umAJzRhSYXIKqqhD8iAOTQQDGNy9mQIHJLdDZ24ccwzyxSeTL59hL6Zy9eey2d1BwuisfR+6/QqtFbQvmcXBwgMIo2nZnzHMhBl5qWxiUigUY/vwDsuNm+EMUU15d/PhoH7kI/w7k/ks0W9Rael4nJyeQz3+8UrWTdvY5Hj95SgkqE3zw/vsodH+Y9DIAAPnup3j//feTXsbaKxQLEKzefC+2+shms9EuaAMc7u1BTnhuWBiK1il1WgGgaxq4az38QowrNnSq2Hgtk8kA1mbNmMx6PVQq6Q2imaYJZg/nbhU3D2nYRYOqZ+6RJAmKJIG58yU+hI25FlRZSm376U6nA6H3AvCT7XBQ63+Bb7z/bqJr2ESKqt5KGpJ8h2ZMxqBYLALDB9p9Dy8oUTEium5AcOcsdqLA5FJUVQWPODDJPAeSJEd6jihQYHILPHt0BO0ymT72Wu8rPDuhOUrT7OzsQB+u3kpF7r/CyT5Vycxjd3c38vbGcv8FWjvpbE8DAPl8Hrq3voFJ3R2mvu3fzs4OMtbsAfKrkPuvcEzXpLkJgoCd9i6UFT6rixef4ZNvUMBrkmKxCEPi8we6IiJYPRiSQA/Nc6iWShDneb+CAJyBWvUBeHy4B2OQbBVMGKQetQEHAMPQFwhMWjAoMPkaYwyyLIF5MczqCYlqX6Z6FiJjDLpujFtSh0QanmFvJ51VeQ9p7uxA7iczl1juv0JzJ73Ji5xzdPb2oVx+ldwiggBK90d4/PhxcmvYUKqqgt1otygHDlRqpR45QRAgCnz6mAffg0ituyOzyD0pPAeyvHnBr6Spd6qxo8A9B/IGdjSjwOQWODk6RNlK5sazPHqF4yMKTE5Tq9XA+qsHBwrOGfZ30xsIW8R1e+Mos0SVy+d4cpze3/tCoQDJTjYAMIvk9FM/j7XVakGIsI1T1jrFEc0IW8i3P3wfmbPlq/ry55/h2bNnIa5ou3z0wXvQX32a6Br0V7+Hb3xIweN51OacVczdEbWwvLLX6aBgJTs3bGW+D8GzU9tx4qaMYSwUmMxQK7lb8sUSROuB6oo1wocXqQ5MAkC1VoM0DG/OZNa5RLtJgclJTvY7kHsJBSZ7L3Gc8meEb33wLrLd1UY4rEIcdlEsFGjkxhK0uxWTgUs/x5jkiyWIU9q0i6MLFErpndMctYy5wD0pGHVwWsLdpIcoMM/ZyOsVBSa3wP7+/kpVGKtQLr/CwcFBIufeBIIgQFXk+bNPptCHZ9TKdQGtnXakWaJ56xUeHaa3hXGxWARPuDJpFmHUS33FkqIoEFkw9xDzRWWtM+ykOBt6Ge+/9w6q/R8t9b3cGUKBl/pNzVm+8/FHqPeSbeda732Gb3/jw0TXsCkqpSJU9+FWjOMZ27kYVrT+2u02pA1v5SoNT1GpUetFAMiaxtyZ09y1kDUpQH9TrVKB+FDbtzVCM5mA3VYD0jC8bh6GfY46tXKd6Hi/g1xCiSx56xQnB3uJnHtdvPvOM1SWvOcPg372Gc2XXJJ2J3gg+VQxGZd6tQpp1J34NWl4jnq1Fu+CUiQ7b2DS98EFCiMtQ1VVBM5qcYGHcM+GsoHXK/qN2gLZbBai70S2AT3NeM6eO57zQaaqN5qQBqs9GPD+KT14LeDRwR6UCDfvMsNXaLfTW8FqGMZ4Tsy6coap3/wBgGq9AWkQTTtXoUdzbxfV6XQgXr5cauaMdvY53n7rrQhWtT2ePHkC5eyLUOdXLSQIoJx9gSdPniRz/g2Ty+VgzNESXLT6qW/Nfc00TQiePb3N1QZQLl/gaH8v6WWshdwi2emuhRxVTN7SqlchjjYjMMlcG4qipL7CYG+nCW0UXsWkOOyiVqON6kna7TayCQUmM6PT1CcvdjodCJfJzZms9b+gwOSSdE0FvxGYFCgwGZt2c3pVvTQ6x06jGvOK0iOXMee6J+WeBVWjmavLkCQp8mc47jnQN/D9ocDklmjttCHHnEUt915gp00zYh6y125B6i//YMB8F5LAUztAfhnHB3soWNG1sWS9UzQa6W0dxBiDKAjruTnqexAFMfWbPwCwv9uG3I/g78D3IAQetA286UkS5xztTmepDgeF3o/wzfepjesssiyj2WxCjnjG8DTK5ddotVo0c2NO+XweypwVk5UiBSavVRtNyCsmuyUpM3yJx4d7SS9jLWRMA7I/X2BS9m2YlHB1y069Cs2e3PJt3YjWBQol6njQqNeRdUMKJgcBmD2kttBTtFot8AhHOszCey9Tn7zIOcduZy+ZOZM0X3Ilhna7lSv3KDAZl0alDNWZ3JVLc3poVisxryg9cqYByZsjMOlYNGJjSYwx8Ii3KJlnQ9c273pFgckt8fajYygX8d74KJdf4e1Hx7GecxMdddowrOWrlqTBGcrUtmAhnU4H5jCahzHuDKFrGkRRjOT4myKTy0OcYz5Y3ESrh0zK50teO9nfhR7B34E0PEOFrklL+fjdt2Gef77w9+UvfoSnT59GsKLt8t2PP0Lu7PcSOXf27FN88jG1cZ1XoVCAaM8XmKyXKTB57dHBfmLB9zDkR6+wv5/eVvg36boOJZhv1oziO9QJ4o5yuYyMt75jBW6ShheoVSgwWavVoIZUMcndEXTDpETEKSRJgiIKYHO2iw4Lc20okkgJ1QB+4v13kekufs+/KnF0jkI+v5FzxtaBqWu3WrnyDZ3ZtonK5TJMb/Kzgen2aaRJhAzDgOI//HkhuCPodD+6tKjvWLhnw9A3L3BMgckt8fj4EKVRvAPOy6MXeHx8GOs5N1Gz2UTOXv4hTBqcobOT7qzDRdXrdbBeNBUFcu8F2rtUKVwsFiFMGU6eJNHqoZTy+ZLX2js7yNvd0I8r919hv0N/A8t459nbqAy+XOh7mOdAcoeoVChL9CEfffg+KpefJXLuyuVn+MaHHyRy7k2Uy+WA0cNBBcMbokitXF97fLSPXMz3+2ESei9S3Qr/Jk3TIM+xCQQAcmBTl4I7yuUyFGv97kMnEUcX2KlTQlelUgEbdEM5ljTookptXGeqN1uxV9jLg1doNGnfAgDeefbWwvf8YdDOPsf7z2j8w7KMO61cmWdTxWRMSqUS1CmdEBSnh1KpFPOK0kPTtLkCk9y1NjLwtS4EUYy06xx3HZj65l2vKDC5JQ4PD2H0Fm8Ptwq99xwHBwexnnMTNZurtd1Sh6c46tAmziIEQYCh6+BzVGMsSum9wJMjyvavlUsQrfXLVBesS9TKdNMKADs7O5G0ctUHr3CyT4HJZRwcHEA8/2qhOYjq+Zc4PKLuBPNot9uQht1bmc5xYJ4DeXie+plKi5BlGTx4+MFM84bIUxX8a/v7+8gNNzMwyVwbiihQ5cEVwzAgefMFJiXPporJO8rlMviUWVTrxnAu0arTbCxJkiAyhDJ3TxqeYbeZ3rEa8zje34Xci/fzQu69xPF+J9Zzrqv9/X2IF1/HPvu82v8SH75L4x+WpWka5JvdDFwKTMalVCqBT0l858MLCkxGSNd1iP7Dz8/cs2EaFJhclqzcbhUdNu7ZyGzg+0OByS1RLBbB7X58A7Z9H9zuo0iVSQ/K5/Ng1vItL/POOXZazRBXlA67nV0oEcxdLdqnONyjB65mrQxxDTPVRauHVo3afABANpsdX3tCfiDOOxdoNematAxRFFEqlSEOu3N/j3n5JT56hzKf58EYw+PHT6B1v4j1vNrZ53j85Am1lFuQKIpgvjvzNbIzGFdXEgDJzg1bldJ7gR2qlnxN13UIc8zzAQDBs6BThvotmnbVbi/mTf9lUAu6N/KlMsQQ2rmqo3Ps7VBgcpaT/T1krXg/L3LWKQUmrwiCgHqjBTmC/YhZtPMv8OTJk1jPuU0URYEU3Lg3dR2aHx8T0zQBazjxa8weUYJWhHRdhzhHwIy7NrIbGPhaF4qigEfYYl3wHegbmEhBgcktwRhDvdGEPIjn5lPuv0Sj2aJNuDkwxmAY5tLVe9rwDI0GPXgt6tHBXmTVYtSGDKiUSlNnACQp4/VRpmw6AONrj5nJQnDCfZ+UURf1ej3UY6bJ208eQT2fv7VTefAVHj86iXBF2+W7H3+A4vkPYz1n6eKH+O7H1MZ1UYaZAbcnb0BcE2wKTN4kSRI0RQF3RkkvZWFy7zmeHNEIiGu6roM78wUmuWNRK9cJDNMEd2ZfQ9aBMuqiRm1HAQCNWg3SAslZ0+TcS9TpZzpTu91GdhRvK9fM6JSek2/4xntvw+jGN2JAsHowVYUCOCsYBybfdPRgGAeZSfQYY5Ck+0mLzHchyRLtPUdI0zTwOZLlmGsha9L1ZVmqqkVaMakEzkY+L1Bgcos8fXQE5eKrWM6lXHyFpydHsZxrGzRWaec6OKfZYkvYa+8g73RDPy4bdFGtUjumYrEI3V2+EjgqujugSu4b6o0GpMFZuAcdnFPm/wree+sJSoM5P6uDAMLF19jb24t0TdvkvffeQ777aaznzHV/iPfeey/Wc26DbC4H4aGkLauPbDYbz4I2xG6nE3sFRhiK1iucHFIr/Gu6rgPufIFJuFQpMEmlUoW0Ce1cqQXda3s7zVDeM9U6p2DvA1qtFoSYK+yF3ku0WjRj8tp7z95Gtf/j2M6nnX2OZ29Tl5VVyLIM4YFuHiQ6mez9ZwPB6sPMUpJilDRNA5sjWU7yN7NV6LrQNDXSkTOy72xk62kKTG6Rt06OURw+j+VcxdELvPWIZl7Nq7PTWCo7lHkOZEmkLK0l7OzswBiGmyXKXQuqotL7gfEMAHkNW7lK1iUFJm/Y22lCGnRDOx5dk1Z3cnKCzOV8mxTi6AL5fAGSJEW8qu1RKBSgixzCCi3UFyFYfegSpzmIS8hnsxAfqOhmgQ9RFGNa0WZ46/gAasxz5cNg9F+g06EWf9c0TQPmrJiEQzOuJtlp1kOpvouU70PkjK5jV9rNOjLOxcrHYX1KFH2IoiiQOMC8eIIszHMgcU5zhG84Pj6GdP5lbC2nS/0v8Y13347lXNtKURQIN2btUZFevPKF/L1nOMHuo0DPWZHSNA2Yo8Wo4m9mRd660DUNfN6kxCWIG/r+UGByixweHiLTjycwmek/x8HBQSzn2gZ7rSZ0q7vw90nDLkoVeuhaRr1eB++HG5iU+q/QoNl6AMaBSTZcfWMhbIyy0m/Z22nCWOLaM400OEOlSm1cV1EulyHMORNaufgKj08oCWhR77/7DrSzeNq5aqef4oN3343lXNumXMjPbnPve7SZP8Hx4QFKMc8NW1kQgA+oneVNnHPMu9/Jrl5PbttrNaBY610xKY4ukC/Qfem1Wq0G017x+SHwIcCnpK051BpNSMt2bVqQNDhFvUHPyTfJsox8Ph/KXNV5ZC5+RPMlVzQOTF4F830fAqdk3DiVCwWIdu/Wv4lWH+ViIaEVpYMsy8AclXxyYNPM8xUYugYeYcUkBSZJ4qrVKtigG31GVhBQO8sF1et1ZJ3Fq8ukYRftJs2XXIYkSZBFIdRSebn/Ckd7NDcDGN+0M9+NLQN0LkEA7ruUqXtDo9FA1gnvYVgadtFu0TVpVfVmC3L/5YOvyw6+xjuPKTC5qG999D5qvc9jOVet9wW+9dH7sZxr25QLs1u5CvYAhpmJcUWbYW9vD1ovnkTEsIijcxRKZZoPdAdnePg+KgjGryP31Gs15Nz1695xkzTqol6jZ+Zr1Wp15SpXcXSJXIG6o8zjsLM71/1mGOTeSxzSc/I97779FFr3R5Gfh7k2JN+mzkErUhQF/CowyXwHkiwnvKJ0qVVKEyome6iV6fc6SowxsDnS5SRvMwNf68LUo50xyb3N7LBCgcktwhhDpVaPPCtOGpyiWm/Q5sIC6vU6lCUewuRhF/s7lHm4rGo93Pl6GesMh53d0I636XTdAHdHSS/jNe4MoRlm0stYK41GA3KIbc6U4RkOdml2zKqenhxBuXy4FWNh+AKHh4cxrGi7vPXWW9DO4glMat3P8NZbNM9nGYV8Dro//TNEcIbIZGi+5F2FQgHc6gPBw1XX60K5fI6jA5oveZckKw8m0DHPhqxs3iZDHGq1GlRr/bp33CQNz9GhhK7XCoUCYPUefuEM0rCLep26d8zj0UEHmWE8FfaZ0SlO9qld910fPHsL5cGXkZ9Hvfgxjo4omXFVivLmc5l7FJiMW7VYgOreTlpU3QGqJQpMRo1z9mCynODbFJhcQcbQweZombss7tGMSbIGnp4cQ7n4KtJzqBdf4cmjo0jPsW2KxSIwXLxqKedcoEUVk0s72N2B3A/vYSxrnaHVoqDMtWKpDHG0PpnqonVJbVzvKBQKwDC89yjvnKPVoGvSqt56NN9MaH75Ejs7OzGsaLvouo58NgMx4tlj4qCLQi5HD2hLymaz0GYFJu0+CvlcjCvaDIyxq8SreNrzhcEcPMfb9Oxwj6brD86aEVwLKl1jJqpUKuAhztGOgmFfoN2kINo1xhhURVlpY04adtFp0c90Hu12GzkrvCTdWXLWKXZ3KYH3rsePH8M4j75iMnPxI3z0DiXKrepmS0vmueP/JrHJ5/MwvNuBScMbIpej54GoSZL8YLKcQBWTKzF1DaIfXStX5lob+f5QYHLLvP34GIU5NjtXURg+x7NHJ5GeY9sIggBZkiZe6D1Jw6uDT+BJ9y8gun1O83hWcLy3C2MU3sad2H9Fgckb6tUyxNH6ZKpLowvUq5Wkl7FWGGNQVRUspCHbmnVB16QQ7O3twRy8mPkawerDNA2asbekjz94D/qrT+d+/azP4mmM00/x8QfvLb44AgDI5XKQndmtXEsF2oiY5NHRAZTLzWnnWhi9wsE+VUzepek6hAc6T3DXgq4bMa1os6iqOp7Vs05jBe7IOBc0/uSOUnm1dq6GfYF2gwKT82i32xB7s+8371rmfggAxB4l002Sz+ehMP/BJJSblnkPyv0f462nNF9yVTcDk9x3IMs0IiZOuVwOiju89W+KO0Q+n09mQSmiqOqDbUaZu5mtQteFpmlQ5gxMLvVZvKHvDwUmt8zBwQGy/Wg3KjL9r3FwcBDpObZRuVqb+BDmyzpOj74HX74/RJj3z6hVzQoajQaydkjz9YIA3LVhGLQ5dK1Vr0Jao8CkOLrATp02f+4qlSuhvU9seI5KhYK/q6rVamD9s5mbqXLvBTqdvfgWtWU+/uA91AfzZ6jP+iyepjb4At94/91llkcAZDIZCM5w6tcFZ4gyVUxO9OToALnhYpvNSRIvn1MlzQTGHBWT3LVgGPNfl9LGzOYg2P2HX5gQeXROgck7mvXaSomNGeeSkuTmpGkahMADfG/u71nmfgi+ByHwNrJSIw7HxydQz+dv57rwexAEEHov6HM2BOPA5PWMSQ+yLCW8onTJZrP3ng3Gox1o5nzU1DkCk3CtjQx8rQtVVSEF8wUml/os9pyNrPKmwOSWaTQaYP3T6DJHgwCMgmVLadXri2WHBsHG9oheF/V6HcqoG8qxBKuHTC4fyrG2RaNageGuNicmTKbbo4rJCRq1CsQlWknfQ9ek0HDOkc3N3kxV+y/w9HAvvkVtmZOTE8hnX0R6PySf/QiPHj2K5vgpkMlkwOzpgUnVHyGfoxmTkxwcHCA3fJn0MubCXAuqJEJRqOrgroxpPByYdCxkTEqKm6ZWm5z4uTaGl+ORHuS1vdaCz8R3ULB3MZVqDdIw2nau0uAMlRrtD03z4bMnMC+jmzMpDU5RrdUhCEJk50gLQRBez/BmG7rJv8nGzwa3u6kwe4Bslp4HoqZqGpj7QNDMpRmTq9A0DVKUrVzBwBiL7PhRocDkluGco1RZrT3KLNKwi1KlCs7pV2dRnVZtoeCAYA9g0gfwSkqlEjAIp1JMGpyhSbP1bimXyzCc9QlMGk4P5XI56WWsnd1mHdJo9cAkd4bQTTOEFREA6Ox2oMxor1W0TnF4QK0Pl6UoCsrlMqRBNJtx0uAUlUqFNixWoGkaMCMoo/kWZUhP0Wq1wC83IzCpXD7HLlV/T5SdJzDpjpClwORUnZ0GpDWdM8k8B7IkUrDgjmajjpy7wvzz4QXNlF/AfmcXcu9VpOeQ+y9xsNuO9Byb7PGjRygNvors+Gr3R3jnKSXKhYVhvLHPfBeKQvf5cTIMA3DutLh3RtB16hwRNX2eisnAp3uaFWhahDMmgwB882KSACgwuZUeHx1CuYjmxke5+ApPjo8iOfa2a9RqyC7wECaOzlGpUDboKjjnUBQFzH3gA3YO8vAMe+1mCKvaHuVyGbK1Pq1cJeuSNiomaNSqyIRQ2SqNzlEuU0VqWJ4c7UHpTw9MagOa1bOqb7z/DvSzH0ZybP3sM3zjvXciOXZaMMZmPojIngWTkiEmEkURGdOEYK1PctA06uXXePaInh0myWczc7VyLWQpQD/NXqsJ3eomvYyJpGEX5Sq1HL2rWq1Ct5d8fvA9SAKnjdEFPNrfhT6MNjBpDE9xctCJ9BybrNPpQLh4EVkXj8roa7xD8yVDc11wxHwPKiUgxures0EQgF/9O4mWoWvgD+ybctD7sApVVSE8FPxdEvM9CKIYybGjRoHJLfTs8TFyw2jmTOaHz/E2bS4spVqtwnDmD0xKw3O06vQwu6pKNZwKYtM+R6dFgcmbSqUS2HB9ApOMMqgnqlarMOwVMtOviMMLuiaFaHdnBwVnRiXr8IIqgFf00Xvvot6ff87kIur9H+Ejmi+5MkmWwbzJmaOiO6KKyRkODvahXEY7Vz4MZesVjg9pNv0kOdOA5M0OTEqeTRWTMzQaDeSc9bkXvUkanKHdpG4rd1Wr1aVHDIijC+SLdK+/iHa7jYIdbSvXvH2G3TZVTE4jCAJK5XJkXc308y9xcnISybHTiAGvR5hQxWT85BuFBcxzICs0RiYOhq7PrpgMArBNLclbE5qmgUUVmPRsKOpmttmlwOQWOjw8RG4wvQpjFbnBcxwdUWByGYs+hCnWOfZaNKthVe1WM5RWfhn7Ag1q5XqLJEkQEEQ3w20RgQ8BASSJBtTfVS6XQ2nlKo/O0W5SYDIsrVYL2vB04te4PYBhZig7dEUnJyeQuz8K/xoVBJC6P6JNoBDohgl+t2XTFW4PKTA5w7NHx9B7Xye9jAepva+xv09tqScxDAOKP3uDQg1samE2Q71ehxzx/LxlKcMuDqjbyj2TZojNSxqeo16je9FF7OzsQO5H3cr1FXX5eMCzJ4+hnoc/Z5J5DqTAQT6fD/3YaSWIIhD4YL4HjeZjx043TAju+NlAcEc0SiYmhqZOTRYFrq41EgXqV6FpWijd/Cbhrg1V3cwgPgUmt9DruTMRbMSxy1doNukBaxm5XA7M6s//evcS1Sq1cl3VfrsJZdRd+TjS8Az1OgWK78rk8mvRSk60esjmC0kvYy0VCgVgtPp7lPV6qNM1KTS1Wg2s3534Nbn/Ci2q0F6ZLMsoRpChLg3PxgF/SoRYmWlmIDjDyV+0B9TKdYbDg32UrGg3m1fmexCcIW2YTqHr+oOBSdm3xzOXyETFYhEYrd4VIgo594Lm00/AGIOiqGAPtDGeRBqdo0OJuwt5vQcRVSJpEIDbA+RyuWiOvyXefesxioMfh35c5eIr7B9QV4IwiaIE7rvjGZPUyjV2hmG8TlrkzojugWKSMbSZFZPcs6FsaOBrXaiqCjiL3/vMg3s2VKqYJOtCEATkC3mIVrgPaaJ1iXyhQDMdlsQYgzyjZdldqk2ByTC0Gg3kZ7VLnBMb9emBa4JqtRJKNd6qxOE5KhWafziJIAgQBQ743krH0exLai0aIkEQoMjyxKw5eXCKw11qiRWGD995C+rZ56EeUzv7HB+883aox0yrXHZ6YJIFPgV/Z9jf34d0ud4Vk3L/FepNqqKZRtd1SA+0dJI8iyomZ+CcQw1pnnzYtFGXuq1MUSpXIC3RztWwaazAohhjyBdLEEfRtDym9rrzOT4+RiaCLgf65Y/x/ls0XzJMoiSCXQUmNYXuQ+Nmmia4+yYwmaEkxVjomgbRn10xKVMF8UokSQJ8N5Jjc8+GrlNgkqyR46MjKBdfhXpM5eIrHB8dhnrMtCmWyhDnDOLwQZcCkyGoVqtQV5yvx9xxdhC1VbyvVa8ttbEQNml0jp0GbVRMk8nmINrzV2xPIlo9muEZsmkzcE37HJ0dqpgMwwfvPENtEG7rrOrgSwpMhiSfmxKYDAJ6SHmApmmQOdYyIHNNufwaT0+okmMawzAgPDBjUvSoletDytVaZLPbVkHPctM16pWlAmUZt0eJiEvo7LYja+cq91+hQ/MlH1Qul8FHl4Dvh3rcyug5Hh3TqKUwiaIE5nvggUcVkwnIZUwIzptWrrkMBSbjoCgK5GB60Ix7DlQKTK6EMQaGaPaUuWvDoMAkWSfPHh3B7D8P9ZiZ/nO88/g41GOmTbVSgThnuyHm2tC0zbywrJNKpQI+WC1wJo3OUaRKsYk6zToUK/nApGpdoNOk1k7TFIvF1VvujnpUNRyynWZj4mZqxrmk1tEhefToEdTuF6EeU+3+CI8fPw71mGlVyGYnzpjkng2F7oEe1N7dhdKLZq58GIrDF3h6Qs8O0xiG8XqO0jTUxuxhu81GKPPkQxX4EAIPCm3iTbTbqC/VcUUenVOwdwmP9jtQBtEEJtXBKzw66ERy7G3CGEOjtQO5/zLU40rnX+GAWrmGSpIkMN+FGHiQKTAZu3w2A37V6ps7I+QpMBkLVVUhB9MrJrlnQ9OoleuqOEMkrdW5a1FgkqyXw4MDFEfh3vQURi9wSDc9K2nVKpDmyA5lrrWx/aHXzXjAsLXSxV8cXqBRo4fgSarVKrJu8jMmM26PNipmqJVLq7X3DgIIDNTKO2T7O00oEwKT0rCLWo0qgMOg6zpMXQ1tFq5g9ZDRNUocCkkha0KcUDHGnRE0nYIxD3n70TGUy3A7pITJHDzH/v5+0stYW7quPzxrxqXA5EMO2q1Q5smHidpbztaoVZFZ5vlheDGeK0oWstveQcHpRnLsgn2G3Ta17J7Hs8cnUC/CmzPJXQuqJNA9achEaVwxKcKjkQIJKGYzr5MWBXeEYi6T8IrSQVVViDPajDLPgUZ71CuTFhjvtgjmOchsaIcVCkxuqU6nA+Hy4YpJT9Lw6uATeNLDFxjh8gV2d3fDWF5qNWsVaM7DD2Hi6BJ5eugKjWYYr/vUL0ManaNNbUInqlarUK1oZpYsQrUuqLXTDM1aGeJo+cCM4Aygm/RQELZmo46cO+HvZ3SJQqEQ/4K21LO33oIWUtWkdvY5nr39NJRjkXHFmBrcb0XKXYuCMXM4OTxA2Qo3ETE0QQDeP6Mkixk0TXs4MOnYUFXKUJ+l0aiHMk8+TNLgDE2aLzlVpVKBseiojSCAgIACBUvY2dmBHlHFpDY8xc4OBSbn8dbjE5RG4XU1Uy6+wj4VDoROvgpMCj7NOk+CaRpQ/fG9kRrY9DwQk3FgclbFpAOdKiZXpqga+APz5ZfBPQtZkwKTZI1IkgRdVcHtwczX+bKO06PvwZdn/wJzewBdU+mDeUXlchnmHNmh0ugCNQqyhKZcrkAcLh88y7iXaFLF5ESVSgV8DWZM8uE5BSZnqJbLMLzlZ0wKox5lqEegUqncm4HLPGf8QEwzbUPz4bOnKPbDmTNZ7P8YHz57K5RjkXFgUplQMSk4Q2RM2oh4yMHBAbReuKMbwiIOz1EsV8A5PW5OwznHQ5d6zkA/wwc0m01oa1YxKQ/OcNihYM00lUoF0oKJjYLVQyaXj2ZBW65SqQCDbjQHH3RRppEnczk6OoIRYpcD/fIrvPfkUWjHI2PXrVwFeBBFMenlpI6maVCuWooqvkNztmOiKAr4Q4FJSpRbmaqq4G74gUnZd2Bs6N8KPeVssf2DAyiXX4dyLOXyaxzsUzbWqsrlMpQ5skPF0QV26hRkCUuzXltqjsk1w7mkNqFTqKo6bkUQQZ/0uQXBeBg33ShNVSwWYbizE1VmEa1LVMoUmAxbuVyGcCewL44uUSjSBk+YHj9+jOxlOK2zsr0v8egRbQKFxTRNyJNauboWcibNlHlIsVgcJyH6ftJLuUe5/ArHh/Ts8BAOTL+HCgJQisrDqtUqWFRBlyXlnC46O62kl7G2CoUCMFysYlIanaNapefjZQiCAF3TJs50XgV3htA1nUY9zCnsz+zy6AWOjw5DORZ5403FpEuFGQnQNA3SVYBM9G1qVRwTRVHAZ7QYZZ4DU6f9tlVpWjQVk8oG/61sXWDyyy+/xD/4B/8Af+SP/BG8/fbbqFQqODk5wZ/+038av/Ebv3Hv9b/0S7+EfD4/9f/98Ic/TOB/RTjeeXQEvRdOYNLofY1nj45COVaalctl8Dkq93S3RxV6IWo3qisFJqXRBWWCzmBmshDs5avxViXYfZjZbGLn3wTFYhGyvXwrV9HqoUEVqaEzTRPsziaRODpHtULXmzCVy2UIdh9sxtyMeTDPhWgPqDo7RIZhQJgyYzKXpcDkPOqNJuSIWvStIjt4Qc8Oc5AVBWzKBgX3bMiUdPUgURQhCwKYt9o1PkyGdY56vZ70MtaWIAgQBQ743tzfI44u6Pl4BY1mC1I/3M8KuX+KZosC8IsI8zNbuvya5jhHQJavKiYDauWaBF3XIV7dF0meTRWTMRkXHEy/j+KeDUPfzMDXOtF1Hdx9YIzDEqTA2djA5NbVpf/Kr/wK/t7f+3vY39/HT/3UT6FcLuN3f/d38eu//uv49V//dfyjf/SP8HM/93P3vu/nf/7nJ85PzOVycSw7EkeHByj9z7+JMG57itZLHB/9vhCOlG6apoHNUbZtOn2USqUYVpQO9WoVWfc/o7vsAYaX1MZyhmq1Cml4Dk9JZhNZGnZRrdIMq1mKxSLYaPl2xprbQ61MD75hY4xBvhqAHgjjB19xdInWHm28hYkxhr39ffyni68wyi/fWk+5/Ap71D0iVIZhTKzgENwRCln6O5jHk+Mj/Lv/+jVsc70C5vnhCxzQ7KsHqZoOwbXgisq9r3HXgqrRhtw8yrUapOHZ2vwdCP1TNGjG5Ey5fAGi1YOrzbffIluX2G3QNWVZR3u7kP/TK1j58AKJUv8Vjh7f30Mj0z06OsC/+3T1z2zmOZAZKGgTgeuKSR54FJhMgKZpEPzxnin3NrcKbNMoigLMqOSTAg+qcv9elSzG1DXw0/ArJiWPApNr44MPPsA/+2f/DJ988smtf//BD36AP/yH/zD+yl/5K/iZn/mZ8R/dDX/qT/0pfPe7341zqZHb29uDHFIrV/niOTqdTijHSjtZVsBcG4EoT32N4vQoMBmiUqkEbdk2lkEAgYFa1Myw22pA/LQLhPiguwhpeI7dfdr8mUVV1bmSIqYxvOG47RYJXa5QhGhdwtHHyQ+q00Oz2k54Vdvno3fexr/9d5+tFJg0zn+ED79F8yXDZBgGYA/v/bvm28hQK9e5PD05ROG3/i0Wa4oYPeHyBdptupY9RNeNqZnT3BnRpvOcdltNSC9O1yMwGfjgvruxG0RxKZfLEEcXcwcms26POhas4LDTRu5//19C/azIWac42P1miEfcfm+dHCH/H//dyu+D3HuB1oTCCrK668AkC2jGZBI0TQN3xvdF3KXAZFwURQHc6a1cpYBGJ4XBNHSw5+EHJoUNDuJvXSvXP/SH/tC9oCQAfPvb38Z3v/tddLtd/NZv/VYCK4ufaZoQA2/ltjbMcyDBg0kbRKHIFQoQH2ipyEaXFAQIUbFYhGQtd/sv2H0YGWoTOsteqwHNWr5V7qo06xx7LQpMzsIYg8A5ECw300R2h8jn8+EuigAASoUCBOvNZ4LpDahCOwJPHp2gPHq+0jEqo6/x9DHNlwzTODv3/kOwHFDrpnkdHBwg03+R9DJuEew+DEOnSoM5GMb0lk7ctWAaRswr2kyHuztQht2klwFg3HK0UKQE04c0qmWICzyfaZS4u5JWq4WMdRbqMTNWFy1q5bqQ/f19ZIerf2Yrl1/jrWOaLxkFWRbBAh/M9ykwmQBN04Dr+yLXomBYTERRnNleXQrcewVeZHEZQ49kxuQmVxen6ip7/XA8qfLpBz/4AX7zN38TnHMcHBzgJ3/yJxcOxI1G4Q4TD0Oj2cJ/7L+AlV1+017uvUSjtbOW//s2USGfg2D1XlfHTGSPIAgC/cxDous6gjlme04iWj3k8nl6L2YoFArIOhdIals041ygUCjQe/QAVTcgOEN48uKbnILVh6qq9DOOQKmQg/jlm8CkYvdgGAb9rEPWbDYhnf94pWOI3a/QbDbpvQkZm/BvkmdDFEX6Wc8hn8+D9U+BIADYpJ9m/JTL59jrdOj9m4OuqeCX0wOTepY+e+dRrZSRd/4DTpNeCAB5cIZGvU7v2wPq5SLk3/ls7tcLwwuYpkk/1yUVi0UIvXBnTAr9VyiVSvSeLKBYLIJdvlz5M7s0eoGDztv0s4+AwDngO2C+C9/36WecgOCq01Pg2GCM0XsQm2DqVwTfofciBJosQYggMMlca63en0USClITmPz888/xr/7Vv0K9Xsdbb91vw/VLv/RLt/47l8vhb/7Nv4mf//mfn/scX375JTxv/gHucWhWS1C+fr5SYFK5/BrNegmff/55iCtLL12RIZ7PqJj0PXAGfPHFF/EtKg08d6kHANG6hKGp9Ps/g+d5kAbhZuAuQhqcwvM8eo8eoKoqBKu/VGAyGF7i4uICw+H9lotkNarIId6omGTDCwwGA/p9joAsiRDs5f4GBLsPRZbw9dfhtMgnNwTBvc9n7gxxcXFBfwdzMjLZhVoiRk3rfY3moyK9f3NgQQDuTt5E4K4FFvj0c5xDEASQ++EGXZYl9U9Rqhj0vj0kCGC6vbmDyf7oEufn57i4WH5meuo51rh7CguhcVrgA46Fly9frn6slNF0A4LVg6dmlj6Gevk1JEmi60wEhoMBWAD4roMXL17A95frOESWF1ztqwe+hy+//DLh1aTIjN915to4Pz+na86KRqMR5AgCk741xOnpKS4vkx/uIQgCDg7mnwmeisCk4zj4hV/4BViWhb/6V//qrYrJt99+G3//7/99fPLJJ6jX6/j666/xz//5P8ff+Bt/A7/4i7+IXC6HP/AH/sBc52k2m1H9T1jaR++9i//xv/+3WOX2vTB6gQ/f+y7NiQnJ8V4H0v8y/cNVtPvI5gv08w6ZbpjgrgVfWqwVhGD1cHS8S+/HDPV6HeLo/5XY+cXRJZ49e0atVh5Qq1Yg2MvNWhXgL3RzQeZ3sL8P87d/E92r/xacIZ48eUJzbSPw+OQEv33+FQaVxVtfKec/xqNHJ/RZEAFVG7e08cU37YFE38H+/j4aDWrTPY8nJ8f4P86+WpvAZGn0Ah++T88O82g1auAvJ7fDF1wLrXqdfo5zaDabEEf/KOllAAByThdvPfk2vW8PcBwH+v/0v873Yt+DLEnYpZl6KylWqhCH53D11UfGSMNzlCpV+j1fwuHBAf7P3gsMlg1MBgEEq4dnz56BrUmnhG1SLZXAPn0OkQVot9vUQjoBAmev/y9dY+IjiOLUYg4JHtrtNr0fK/rxj38M5Td/GPpxeeBjf39/Iz8Ttn4X1/d9/OIv/iJ+8IMf4M/8mT+DP/kn/+Str//BP/gHb/13p9PBX/gLfwGPHj3Cz/7sz+Kv//W/Pndgch17Xx8fH8Mc/vcrHcMcvsTJycla/u/bRPV6Dab3XzCtvkywxvMz6OcdrmKxBNG6hL1gYNJwe2jVj+n9mEFVVQgsGGdY8ZhHF/s+RM5oBu4cquUShE/7i3+j70EURPobiEi5XIbqvamWYQAMmikWiY/eeQv/8l/+n0sFJrP9r/DRt96mv4MIaPp4xt7NwCT3bBQKBfp5z+m9p4/wz/+H/x19rMcMVPnyOR49ekTv3xxK+Rwkf3IzfNGzUSrk6Oc4J0WWwDwHgZDsbFPTOken06H37QHNZnPuGZPj0RpF+pmuqNNu4zcuTsMJTPZfobPbpvdkCW8/OsT/8IPPMSgvl/R5Pcd2U+eJrTtd18ADDwh8GIZBv+MJ4IwBQQDOGP38YyRJ8vg+SpTvfY37LjKZDL0fK8rlcpB9J/TjMsY29jMh5h3kePm+j7/4F/8i/vE//sf4E3/iT+Dv/t2/O/f3fv/738f+/j5+67d+a6PbhdRqNbD+2TjrYRlBANbvolqthruwFCsUCtDc6cEB0eqhWqasrLBVykWIo8XL2g13QFlyc8gXyxCt+K+V4ugC+SK9P/OolQpLVUwKzhBGZvlWQ2S2XC4HyR23yGWeC0na+pyxxBwfH6M4eL7U9xYGX+P46CjkFRHgTWDyFsfa2IerJBweHiI/SmrS823MtSHz8Xxv8jDDMKD4k1s6qYFNP8cFVGv1REcLXOP9U6r2nkM2mwWs+RLmxNEFyvR8vLKTvTaUQTgtj9XBKY73qIJ1GfudDkr28hNx5d5L7HU6Ia6I3CSKIsTAGyfnUkemRHBBAPOccQUfiY2syGC+O/Fr3HMhy/cDlmQxmqZBDLuVaxCAb16h5GtbG5i8rpT81V/9VfyxP/bH8Mu//MvgC1byXAcjNnmmFuccuXwBgjVjpuEMgtVDLl9Y+GdHpisUCpDs6e+HaPXQqNCDV9jqlTIEe/FqMdnpo1BYPat029XrNUiDbuznlYZnqNdqsZ93ExXyeRj+4p9ngt1HLrce7QG3UTabfR0wFpwBzEw24RVtr3a7DeFyueCNcPmSWtdExNB1cPfOA5rn0MPvAlb53Q6b0nuBNrVbnJumaVMDk7JPgclF7LV3kp8z6XsQ4UNRlIdfm3Kcc4iCMHOm1TXRukSjWo5hVdttt72Dgju5dfSi8k4XuzutUI6VNru7u1D6y39ma4MXeHq0H+KKyE2iKILDp8BkgnLZDN76//5/kKXk6FhJsgLuTanm8xy6twmBpmkQQg5MMs+BJG/ue7OVV9nroOSv/dqv4ed+7ufwD//hP1x4VlO/38dv//ZvwzCMja+W2t/r4D/0ni/Vw165fI6Dvb3wF5Vi+XwebEZ2qOYNUS5SICxstVIBsv1fFv4+Puohn8+Hv6Atc7DThPR/dBF3Goc07GL/mB6K55HL5aDdaBk6L8EeIE+ByciMKwauApP2AJksBSajIknSOAhmD+DL82/2C3YfpmFAkpJtD7itTEMHv7hdMckZ28gZGUmRJAm6pi78ux0F5fJrvP3ecaJr2CSGYUCaEpiUPApMLuJorw3td/8jlkvHDYc07KJUoYS5eZnZHAS7D++BfQrJ6qFZpYSHVTWbTWjD5Sv1btKGZ2i16BlsGYVCAWzUmzrL7SFF6xT7ez8VwcoIAAiCACEYByYX3Ucm4fi7f+uXYNs2JSnGTJZlsCltRpnnUmAyBJqmgd1NyF0R92yoG9xpaOvK4K7bt/7ar/0afvZnfxa/8iu/MvXD5PLyEv/lv9wPVAyHQ/zlv/yXcXl5iZ/92Z/d+CyZt44PoC2ZkaUPXuCtk8VnMZHpVFWdeSHSvQFVJ0Ugn8/D8BdvYwl7SPML59BuNZB1wsnAXUTWPsduk9plzSOTyUBaJjDpDFHMU7AsKqIogmFcLcCdEXJZygyN0sHBAdTLrxf6HuXiaxwcLDcHiDzMvNvK9WqmDFnM/v4BlMvlWhWHqWS9xMkh/b3MS9d1CFOeCwTPopnDC2g1m8gncC96kzw4pSqyBRSLhbnmTGa8PiplqphcVbVaBet3QzkWG9C4n2UxxlAsVyEOl7teKf2X2KXOBJERRRE8CADf3/i94E0lyzJM06TAZMxURQH3JrdyDVwKFIdhHJi0Hn7hArhrbXRgcuuusn/rb/0t/Oqv/ipM08TR0RH+9t/+2/de8zM/8zN45513cHp6im984xv44IMPcHJyglqthufPn+Nf/+t/jR/96Ed4+vQp/tpf+2sJ/K8I1/7eHkr/8jewTGObovUK+3s/Hfqa0owxBoFzIPABdj83QHYGVKEXgXw+D81dsJ4vCCAwUCvjOdTrdZh2/JtBpn2Ber0e+3k3kWmaEJwlWrk6Q5TytPEQJQ6MrzfOEHlqWROpdx4f4V/829/DoDR/Cyy99zXe+YAqwKKSMXRw702NE/NsSJSRu7Bnjw7xL37wOYalvUTXofeeUyB/AePA5OSkIcGlWauLaLVaUAbhVIMtSxmc4eg9ChjMq1YuQ3zew0NbdJo7QLFYjGVN20wURciiCOY5CITlu0Awz4EsiVRNtoL9vTZ+4+wFXD2/2DcGAbhNiexREgQBwlXSKHXvIGmiKArYtFauCGhfNASqqiJwwg5M2hv9vLB1gcnPPvsMANDr9fB3/s7fmfia3d1dvPPOOygUCvhzf+7P4Td/8zfxL/7Fv0C324WmaTg5OcEv/MIv4M//+T+/0W/utU6nA7n3cqnvlXsvKBsrArqZgWAP4Cn3K/FEutGMRD6fh7jgjEnujqDqlKk+j3q9DjGBGZPisEuByTllMhlwe/HApOKNkKf2opFStXHFGHdHKOZp4y1KR4eHKP2P/ysWuSsqWS9xdPjfRLamtMuaOpj3JpjAPQeKuvn333E7OjhA+X/+D0g0LBP44DbN5l6EruvAtE4qLlVMLmLcHvHh6rso5Z0u2jvfSnQNm6RZKUH8/OHOTpJ9SdeVkJRrNUiDM9iZ5ZMOpcEZKlV6/lrFcWcXyo9+iMV2JwBxdIF8cbNHTa07QRDA4YNCkiRtVEUG70+umGT0FxEKQRCW6eA9E/csmBv8vLB1gclf/uVfxi//8i/P9dpsNjuxonLbZLNZcGc4tUJvqsAHd63x/CsSqlwuNzUwCatPgckIjGd7LjZ1RrD6yNJ7MZdsNgtmL9EqdxVBAGYPkKEKs7nour5UdpbmW/Qzjli1UsaT3/x/w3dGqP3+/2vSy9lqe3t7kHqLtbuUei/Q6XQiWhHRNQ3yjXkm3LWgqmqCK9pM+/v7kBdsUxw2qX+Kar1BFQYL0HUdcKa0WXeoYnIRjDHohpnorFVteIZms5nIuTdRpVyC4X6KB3uuDC+pYjIknZ0WpK9XDUyeorNDv+er6Oy2UfjX/7+Fk4nk/ivstnciWRMZE0URLPBBcRiSNqqigF1MmTFJfw+hCftHyV0bGX1znxe2LjBJJitWqpCGXTj6/Df00qCLUqUS4arSq1jIQxhMzo9jvku9uyOgaRrgLDZkWLT7KFJb3bkwxqDrBrgzhC/F86HInSF0w6QN0DkxxsCX+FEp3ogCkxH7G3/1/wHfH7cMorZY0dJ1HWLgAb4H8Id/1sx3IQbeOHhAIqGqKuTgRmDSc6BRYHJhpmlCDFwwz0UgJPOIp1x+jcfH1MZ1EYIgjDdAJ2BBQJ8JC2o2m5AHZxglFJikuXuLKZVKMNwHEhuDAMz3IEnLtx4lbxzu7kD99HcXrtS7SR2e4bBzFNqa0qjVakFbovW0PHiFk2fU0SxKgiCAB1QxSdJHUxUwf0LFZOBTG9cQiaII5rsIeDjPa9y1kDE3t2KSfrNS4qCzu3A7V7n/EgdUIRCJcqEwsa0o810asB0RxhhEgQP+5M2fSQS7j0qJ2gbNq1qrQYqxnas07KJWq8V2vm0gSRLYlIHm04juCKY5obqbhIZzDlEUxzepFGiPXK3ehNyfb/K21D9FvUFVAVHSNA1y8Oa6xFwbOlWJLaW104bce7gtYlTywxd4enSY2Pk31bTrPn0cLO5gdwdSQnMmmWtDkWUKJi+gUChAtmd3tOGeDZU+E0Kz02oi7zxYozpT3jlHiyqDV1Iul4HB4u9Dwelid4cqJqMkiiK47yW9DEJipykK+IQZk8xzKTkoRKqmgbvhzZnkroWcublJ1BSYTInHh/vQB4sFJvXBSzw53ItmQSlXKeUhTGh7ye0hzAy1zo2KbpoQnPln7An2ADUKTM5tt9WENDyL7XzS4Ay7rUZs59sGumGOW3svgNtDqpgkW+XkcG/u4I3Se4GTw/2IV5RuqqpC9N50NOCeDWOD29Ek6enxIZQE27lmhy9wcEAVk4u6zpy+iZIVl3Owu4OMFd+96E3S4AxVmnu+kEKhAG7Nrt0TrB5yeXoeC0uj0YA6Wu1vRB1Ry+JVcc6hG/rCz2X68BQ7FJiMlCAIYDRjkqSQrikTk9i570Cirn6hUTUdfNp8+SXIvr3RMyYpMJkSnd02CvZiN6AF+xS7u9QmIgr5bBaafz9DQnCGMCkAEJlMJgfBmX8Oou6NUKBWrnM7aDehjbqxnU+3znHQbsV2vm1gLhicBwDYQ6qYJFvl0cEesqP5Kiazo5d4dLAX7YJSTtM0CDdnTFJgcmmPjw9RtBZLRAwT772izeolKKoGdmeDgrsWVYktodlsImt3Ezm3PHiFg10KGCzCMAwE9uz7UsHq0/NYiCqVCtgSlXo3scHFuOKPrKTV2pm7g8c11qd20VF7M2OSQpMkXTRFAQ/uBybHFZMUmAyLrt2/71+FEjgbPXaGApMp0W63F77pkfunaLfbEa0o3TKZDDR/dO/fBXuAfJYqJqOSy2UnVqpOo/lUKbaIRqOBnHMR2/myzgXqlJm+ENM0F24bQXNvybbpdDrIzR2YpCStqGmaBuHGwxl3bZgb/HCVpL29PRiDZFq5ClYPmUyW2lguYVJLJ+7aUDX6O1hUs9mEuOAzb1iM0RmOOvTsvAjGGASBA1PmrAKAaPdRLRVjXNV2EwQBsiSCTWjXNw/mOZAlka71IdhvtyAN5i8eYJ5D7aJjwDkH8z2aqUdSR1EUSJMCk7QfFCpd10Nt5Sr7DrQNTmakK21KZLNZMKsPBMF83xAEYFYfWQqSRSKbzUJ272eHCs4AxXwugRWlQzGfXahaTHZH9DewgHq9DjXGikl11EWjQa1cF5HNmBDc+0kRs9DMQ7JtWq0WhN58G9dC7xVaLarMjpKiKLc2SLlnI2Ns7sNVkqrVKni/O//9foiUy+c42N+L/bzbYLxBcb9ikmatLm6cgGUn8jeQs7v0ebEEw8xAmFE1Kdg91MsUmAxTqVKFNOwu9b3SsItytRbuglJqb6cJc4EKb2lwhgpVS0ZOEATAc8E5BYBJusiyDCm4P1+Vew4URUlgRdvJNHQIIQYmRc+mwCRZf4wx5ApFiNblXK8XrUvki6WIV5Ve2WwWojOhYtIZolKkwGRUqsXCQhWTgjNALkfvx7zK5TKwYmughQy6KJXoOrWInGmAO/PfBNGgc7KNFEWByALAv//gdYvvQWQBPYhFTFVV4MaMSSnwoNLPfCmcc+SLJYijGD+Lr+j953j75Cj2824DY0LmNHPtjW7LlKTx30B8HTyuyYNTCkwuIZfLQ7Cnz5k0vCFKRZoxGaZ2swFp0F3qe6XBGdpNSgwNQ6PRQNae//NaGp5ht0Xt0qM2Dkw64AJtl5N0URQFIlVMRi5r6OBeeK1cBW+znxnoSpsi7Z0dSHO2tpH6r9CmodqRyWazwIQHMNUboUCBsMgU8zko3vwVk8waUMXkAlZtDbQIamWznELWBF+gYpK7I2olR7ZSuVKFNJzdPksanFFVQAwURQHcN58bUuCMg5VkKceHB1Aun8d+3qL1EocH+7GfdxuYunZvg0LwLJgGff4uo91qQh6cxnvSIAAb9SihcQmlYgGi1Zv6dd0bIk8zJkN10G5BfuAeaBpl2MVBm4JjYWg0GgtVrirDLs2xjYEgCGCeQxWTJHUkSYIwoWKSeS4l6oYolzFCbeUqeBYFJslmONnfhTJnYFLpv8LJPs1UioqmaYB9/0KkeSOaaRihbDYLfcJsz6lcmzZHF1Sp1pduDbSIcSsbChgsKmOaUPz5s7O4u9k3OYRMs7fbhtyfvXEtD15hf5fmhUVNFMVb1atSQA+/q3j75BDmIP7ApHz5HHt7e7GfdxuYxv2KSe7ayNDn71KOOm3IMc+ZFOw+Mrk8tb9fQq1cnFkxKTt9FApUMRmmVrOBvLtcVXHOvUCTRmmEIp/Pgw2nB+Xvvd45R7NRj3BFBBgHJgPPpQRokjqyLEPwJ1dMagpVTIYlYxgQQ6yYZI5FrVzJZui0d1BwunO9tuB00WlTNlZUGGPgE55bZQpMRiqbzUKZMNtzoiCAwGi+3qLarQakwXIZuIuQhmdoUyubhRmGAdWfPzuLOyMYphHhighJxvFeG9pg9sa1NjjFcYcCk1FjjOHmJ63oU2ByFfv7+yiM4g3KMN+FGHgwDPq8WEbWNO5VTDLXQi5DP89ldNo7yM/5zBsWqX+KVpPuS5dRKxUgzwhMcqtPFZMhq9fr0KzlWn5roy4aFJgMBWMMmq6DTxjxMwn97OPxesYkBSZJyiiKMjEwyT2HxmyESNd1qEF4gcmAApNkUzSbTWij7lyv1UdnaNLDVaQkWb7X8lJ0RzBNM6EVbb9MJgNhzjaWzLMhU7Xkwg52W1CWbA20iHEbIZrjsyjDMCAvUDEpuBaydE0iW2in1ULemb0pl3fOsbND15k43MwBEn1q5bqK3d1diJcvYj2n1HuFZosSGpeVNXQIdwKTomfD1Dd3kyFJzWYTxij6e9Gb5MErHFEiy1JyuRx0f0biqDWg5+OQ1Wo18P5yfyN8cIZqtRryitKrWqvN3W2IDc9RqVSiXRC5qph0wDltl5N0kSQJzJ/QytX3oFLFZGg0TYMchDf+igUeJEkK7XhxoyttiixyA8oGXdRq1CYxSppu3MuO4w4FJqNkmia4PV/FpOCMYBhUvbqoVmP51kCLyLsXaDUpY3RRuq5D9BaomHRHyFLFJNlC9XodygPJWsqoi3qdWmbFgXMOBP74/08VkytRVRWywMDcxTJxPUnDq4NP4EmLB8OU3nM8PjpY+PvImKZp9zKnlcChVupLqtfrYEsGXZb9O8jZXezR7Lel5HI5qN70xFEOUIAgZIqigAceEASLfWPggwc+fUaHqFWvQRzOUb0a+BAQbPTm86bgnAOeB4GuOyRlZFkG9+8HzJjvQFPpuh8WXdchhdnKdcO7/NGVNkVkWYbIcWuOz0S+B5GBbnoiZhjm/eo9e0htsCJkmiYwd2ByiEyGgsSLajQac1dmr0IbnlHAYAm6rkNYYNA2dy3kKDBJtlClUgEbzN4IYoNzlMvlmFaUbrKsgF91keCeTZueK9pp70Luv1zoe3xZx+nR9+DLiwfDCqOXFJhcga7rkO9sBMmBs9FtmZIkSRJkQbjXmWYey/4dmFaXug0tKZfLQXIGE7/GXBsyfR5EIpsvQLQuF/oe0eohl6d5n2HqtOpQRg8HJulnHx/OOQJq5UpSSJZlMG/CjEnPhUGBydDo+v1OKUvzPQh8s69VFJhMmWK5AumBjCxp2EWpTO05opbJ3K+YBFUJREoURTDMlxnKnSGyNO9zYdVqdeks9UWwQZfaCC1B07SFqmgEz6aKSbKVBEGAJHCwCXM0gPEDmCQK4zkzJHI329szj+6FVvX4cB/K5fPYzpcZvkSn04ntfNtG0zRId4Jokk+ByVVUavVYZp5fE3qvKDC5pGw2C25PDkwKzgBmJhvzitKhVq3OV6l3gzjsolaj568w1Ws1ZN2HA8TisIsaPfvGYtzK1aVKbZI6siwDE56NxcAbf42EQtM08AWKBWbhWzCCjK60KbPTbDz4kCYNzrDTohaJUctlMhBuBiaDAHzDS7A3gcDY63ZxM1/nDFHIUWByUZIkQeTs4crsVfgeJM6oqnsJiwYmFarYIFusVKlCnDLXRxx2UarQBlBcbmXoeg49/K7o0dEBitZiFZOrYL1XaDTo2WFZmqZB9O/PmKTP3+XttVuQBqfxnMz3IQQezcZdUiaTAawpgUl7gFyOApNR2G3W555teE0anmOXRmmEqlqtQrMfHoMiDc/RblK3oDhwzhH4HiUnktSRZRmY0G1CgkvPZiHSdR0srMCka0Hb8NEPFJhMmaPODpTh7Ic0ZXiGI5qREbl8NgN+o5Ur811IEl3so6bq+lzZKYIzRCmfi2FF26dUrj5Ymb0KiQIGS1NVFcEigUmfZlyR7dVqNiANuhO/Jg27aDVoAygusqy8mWniOVQxuaJOpwNzEE9gUrB6yJgZ2sBbgaqq92b6cApMruRorw19GE/FpDSi+9JVCIIwdVNKsAco0vNYJHabdWjWYs9run2OXQqOhapSqUCYI0CsWRf0s4/JdaUkVUyStBkHJqliMmq6rgN3uycuibvWxu/X0ZU2ZVqNxoOtInLuBZq0GRe5Yi4DwXkz75A7I+g0XzJyhnn75z6N4lkoUIbuUlrNaNtnSYMztChbdymMMSxSl02t5Mg26zTrU5MopGEXe9Q9IjayIr9pq+u5VBG/olqtBvTPgGC+9vWrkHsvqI3rilRVBb+TNMQ9hyrwVrDTaiHvdGM5l9Q/RXunFcu5tpUkSxNnggr2AOVCPv4FpUCtVkPO7S30PVnncvz5QkJjmiaY/fAGdda9pDEmMbkOSAoUmCQpIwjCxO5yYkAVk2GSJCm0DnPctWBSYJJskmq1Ct2a3SpCsy7opicGGdOEErzZhBhnOlBgMmoZ07w/23MCzbdgUKB4KYe7LcgRZqnLwzMc7tIG0LI4w9yb1aK3+RlYhEzTqFWRmZKslXF7aNAcpdgoN1q5MlCW+qo458jl8hDsfuTn0vov8dbxQeTn2WaapgF3uxm4FiUGraDZbEKJqZWrOjjFyV47lnNtKyOThTBhzqTkDFAp5uNfUArUajXIo+5C3yOPzikwGQFVe7ijk2Jfolwux7SidHsdmKROECSFJqWxCz5VTIYtrDFu3LVhmpu9b01P/SlTrVYfbBUhDLsUmIyBpmlQb7RtElwLhkEbEFHLZszbsz2nkD0LpmnGsKLts9NsIu9G18o171xgp9mM7PjbTpRuVCY9gFrJkW1WrVZhOJOrBQynh0qlEvOK0ktVZPCr6xKN2w7H3l4HyuXzyM9TtE6xv0cVk6tQVRW4uynt2NTSeAXFYhEYzu4SFJa808VOixLmVpHJZCYmjmqBhWyWOthEoVwugw0fnm14Exuco1QqRbSi9CqUShBHs98LNrygn31M2NWNKCXJkTSa9BwmUCvX0AlcAPz71amL4q6FrLHZhQR0pU0Z0zTBZgVlggDMoYBMHAzDgOTfrpg0qUIvcvlMBnyOVq4iBSaX1mg0oC84s2QRutVFo0EtFpelatpcc1aBcQYWBSbJtiqXy5CmdJGQRucUmIyRoiiv2/hRXDIcT472ofajnzOp9p9TK9cVTWzpFHjU0ngFnHMYhjHXPf+qtFEXLQpMriSXyUBw7ldMqvQ8FhlRFCEgmNi2byLfh8AZRFGMdmEpVC2XIY5mJ1Iwau8dOwpMkjRiwL3uWtynMRthUzQV3JtvT24WwbWQy2x2HIGutCmk69Mf0rg7gm7QzX8cNE2D6N0OTGYoMBm5QtaE4D5cMSk4Q2rluqR6vQ7ei659Fu+fURuhFaiqCu7ZD78QAFyLHoLJ1ioUCtMrakY95PP5WNeTZtr1jMnAf52pTlZzsLeHkh1xK8sgABv1xn9LZCV3W2ctNhGaTNJoNiH3o2/nyvpn1G1oRYVcdmJHG8kbIZPJJLCidMjmCxCt+eZMinYPuTxd66OwU69AtKYHJrlrQaVE0dhRYJKkkSCK9xJWuE8zJsOmqg+38J6H6NnIbngCF11pU6hcrUIaTq5mkoZUIRAXwzAg3LgQ8S3IdNgEuWwG8jyZKc6IApNLUhQFQuDNn4G7iMCHEHjU3mwFqqa9rkx6EFVMki0mCAJEzu63UfF9iJzRbJkYaYoC5rlgngtRogffMHQ6HSj9aFu5isNzFMtVCiaH4Nb85yAY/zdZycHuDqSI50wy14Yiy/R5saJSPgthQuK04AwpMBmhSqXyYAvRayLtE0WmUa1Ac6YHJsXRBQpFauMaNwpMkjQSRen1eI1rjComQ6fr83cxm0UNNn+/jq60KdSqVSGOJgcmxeE5mnWqRIqDpmlgNy5Egmcht+FDazeBaZpQ/TmqxRwLur7ZvbqTlC+WHmxJswxxdIFCqRz6cdNEU1Vwd86KycCnzTay1cxsDoLdv/Vvgt1HJpdPZkEppakKuO/Sg2+IcrkcuDW4144pTErvBQ72qY1rGERJArtq58p8CtCH4bDTRmYUbWBSGpyhWq9Heo40KOSykL37FZPMpsBklFr1KsQpCet3iaMLtOpUGRyFUqmEjHu/lfE1cXSJapmef+MmUGCSpJAoSWDencCkRxWTYTMMI5TApOzbG19QQ1faFNppVCFNyYyTRhdo0w1nLAzDAG60rFGDzb+gbALDMKD4D38AMFCW3CqajUYkWerS4AxNmi+5El1TweesmOTUSo5suUKxeK+NmWhdolCkdmVxUq9auTLfg0iByVAwxlCqVCENzyI7hz54iadH+5EdP01kRQW7arPOPRuKSp0hVtVsNpF1opt5DgDy4BX22zRfclWmaUKf9HzmWBtfCbDO2o0alBktRG9SrAu0G5TAHoVSqQTZnlExaV2iWaXAZNwEgfaCSPpIkjQer3ETtXINXcbQ5y8WmEHyqWKSbKBapYKM15/4tYzXR7VCNz1xkGUZuBEckH1n4y8om8A0TYgPzZgMfAjUQ2slB7stSIPwN0PlwRkOdmkDaBWGrs03YzIIwOjvgGy5Wrk0ITDZQ40y02OlyDKEwBtXTNKDb2j2O7uQey8jO37RPkVndzey46eJrCivk4aY50CWab7zqhqNBsSIZ0zqoy6OOu1Iz5EGmUxmYsUkZ6BW0RGqVirIevPNmMx6PVSplWskCoUC+IxZn4rTR71CrVzjxunaQ1JIkuX7gUmqmAxd1rw92m1ZgmtvfKc/CkymULlchu5MvvHRnR7KtBkXC8YY2I1qJIkCk7G4O9tzEu5aUDf84p603VYTOWe+mSWLyDrnaDepYnIVpqaBzZGdNW6pSDegZLs1q2UId6oFRKuHJm0AxUqSJIjwwH0XkkgVk2F5fLgPfRBdYFLqvUC7TUGZMKiK+jppiHsOVKqYXFkmkwFzRpG2M87ZXTSbzciOnxaZTOZe4ijzXYiimNCK0qFSqUCdUal3k2Zf0j5RREzTBOz7M1Zff90boFCgTh5xY9Q9i6SQdGO0wGsejdoIW84Mp5Wr4G3+CDK60qZQqVSCNGX2m2RdolSizbi4cIbXD8uC50BVKTs6aoZh3JrtOQl3LGjaZl/ck1av12HY4bfPMu1z1GmWz0pMY76KSe7akBXaGCXbrVIqwrjTRUJ3+6iU6V4oTpIkQQw8MN+DLNODb1g6u20U7IhauQY+uDNCNpuN5vgpo2kq2HXFpGtD1eiZIAzZXB7CjEqkVSnDMwpMhmBS4ih3RtB0GnMSpXK5DGHQneu1fHCOClVMRoIxBpFzIPAnfl1xBygWizGvKt2+/f2fwkfvvZP0MgiJnTKpYjLwIAhCMgvaUtmMCdFbPTAJZ/MDk5SClkKFQgGYEpjE6JJuemIkiCJY4CFgIgTfpsBkDHRdn5mRCACCO6J5nyuq1+sQI2jlKgzOKDC5IlPXIfoPz5hkng2FrklkyxUKBeju4Na/6d4A+Xw+mQWl1Dgw6V9ValNgMiztdhty/1Ukx5aG5yhVaC59WFRVBbfeVExq9PkbilarBXlwiqGaieYEwwt6dg6BYRiAc/v5jLsWdHoei5RhGGDOnBujDj0fR8nIZCHYA3iKee9rotWj+9KY/d//b3856SUQkghZlsGc24FJBmqrHjZN06AGD+/JPcgZbXxgkiomU0gURXAE99vaBAEEBJQJESNFUV+3VOQeBSbjIIoi2JRsxGvcHY1bqpClmaYJZg/DbZ8VBGCORe/NihRFgTLHTRD3HKhUMUm2XC6Xg+Le3gyVnSFtAMVMkiQIgQvm0wyTMOVyOXB7EEkrS7n3Avsdmi8ZFl1VwLzxRhD3HehUMRmKw90dSINo5kxyZwjdMGizLgSqqgLO7W4e3BnBpEBYpBhjkGTpdbX21Nd5Dn02RyxfKNybef7aiAKThJB4KLIM7t8NTNJ9TtgMw4DsP9zF7CEs8Dc+hkOByZTSDQP8blaiM4Ru0IZ/nBRVA3/dtolmTMaFMTZzk467FnIU/FpZJpeDYPcffuGcBLuPTDYX2vHSSlVVSIH34Os4tZcmKZDP58HvXKcEu49cjq41cZJlGULgg/keVGrlGqpiuQJx2A39uPrgFR4f7od+3LTSNfXNM4FHgcmw7LVbyNndSI4t9U/RaNDc8zBwzu9tewquhWyGnseilsvPCIhdEa1L5ApUGRylSqkwte00DwKat0oIiYWqTGjlSnHJ0GmaBimMwOQWJMdRYDKl8hNuQEWrhxwN1Y6VqqmvZ70FjkWByZjIk/qm38AdC7kMZeiuql6vQwpxM1SiNq6hUFV17lauGm2Mki2XyWSA0e1WrrD6NDcvZpIkgfsumO9RK9eQ7XV2ofRehn7cgn2Kzm479OOmla7emDHpudApMSgUzWYTphX+zHMAkAdn2N/dieTYaSQIt2fscXeEHAUmI1culSBMG/NzRRxdolKi2dtRqhQLEOzBvX9nrg2ZOtgQQmKiyNLtvdIgAN+C4Ne6mTRbe1HMd7ciaYUCkylVLhUh3qkQEK0eyjQjI1aaqoJftXLFllxUNoGq6eAzPgQEd4RClh6EV7W304IU4pxJadjFfrsV2vHSalyZND0wf417Dm2Mkq0nSRLYnQpiFvj0eRwz8WrmNvNdKFQxGarHB3tQB+HPmZT7r7CzQ0GZsBiaCn6VNMQ9B4ZGG9FhaDQaECKas2raZzho099AWFRNu/V8xp0RChSYjFy9WoZoPRCYtHqoV8sxrSidKoU8ZPd+YFKwBzApWY4QEhNVUcD8N8/GzHchUtJo6DRNWzkwyR0L6hYUN1FgMqVq5dK9VhGC1UO9QplwcdJuZkeDbUUZ9iYYtzIeTf26GtgwaKbJyvZ2mjCtbmjHM60u9naaoR0vrVRVhfDALBmAWsmR9JAk6fVsN+a5VLGXAFEUwXwfzPch088/VLvtHRSdbrgHDQIwi1oeh0lTldefzULgQqPEoFBomjaelfTAfPllZK1zNJt0XxoWTb/9fCZ7FnLZTIIrSodWrQLZnt3KVbYv0apVYlpROuXzeRje8N6/C3YfefqsJYTE5G4rVwpMRsMwDGDVwKRnQdP0kFaUHApMplSjUoJ8p2JScfqol6liMk7azexoiknGxtD1mdkpik+ByTDU63VknIvQjpdxLlCr1UI7Xlqp6pvrzizjio3Nz8Ai5CG6mXk9d5s7QxgmbYTGTZIk8MADCzwospz0crZKq9WCEnLFpGhdIl8sUUJdiFRVhYTxRpAcOFCodV9oCsUSxAdaVS5DGtKMyTDpuv6mkxDGiaI05iR6lXIZGa8/8zWm20eZWrlGKpfLQfHuJ06LzgDFQj7+BRFCUkm7F5j0IIoUmAybpmmAs2Jg0rWgb8G+NQUmU6pQKMD0b7eKMPwhCjRjMla6qowrJgMfjNOfY1wypjGzlavsUWAyDPV6HfKoG9rx5GGXNoBCIMsymDtfxaSpU8UG2X6maUK4CkwKzhCmSa3j4iaKIuB7YL4HRaY2umEqlUrA8AIIgtCOKfVfoU1tXEOlKAqkq9ZZUuBSYDJEzUYD0uA03IMGAdiIqobDZOg6uPfm+Uz2Hej65lcCrLtisQjNmV0xqTn98WcJiUwul4PsTG7lWi3m418QISSVFFmGeGPMCXUTioYgCGArPptxx4K5BfdJFAlJqWw2C8W93SpCdYf0cBUzXVXBPQfMcyBRhUBssqYB7k5v5Sp4FmXohqBQKACDEDPUh5fI5/PhHS+lVFUF5mjlKgcOtZIjqZDNZF63jxOcIbIZqpiM27iV63jGJLVyDRdjDJlsDoI9uyJmEUr/JU72d0M7HhknDYlX85/FwINMzwWhOdgNd+Y5MK6u180MVQ2HyLxTMSl6VDEZh2KxCNGa/fkg2j0Ui9RZK0q5XA5swvsgOwOUqWKSEBIT+W5gMnBprzoijGGlxFHuWciYm19QQ4HJlMrlcpCc24FJ0RkgS4O1Y2Vo44pJ7jmQZcqMjksuY86smBRciyomQ8A5h6LIYDc2GZbFXBuKooBTZfHKFEUB5nhPqGKDpEUhm4XgXrdyHaGQp3uhuEmSBPguBNCMySjs7LQg98Nr51pwutjbbYd2PDLeCBKuApOCT5+/YdptNZFzzkM9pjTsol6vh3rMtMsY+q3nM8GzqWIyBrlcDhjNrpjEqEcJ7BEzDAOw78+Y1P0R/ewJIbGRJOlOxaRHz2YRkaTbbXMXxR0LOQpMkk2VzWbB7mROM4va0cRNU1WIgQvmuZQZHaOcaUCcEZhkrkUPwiEpV2qQht2VjyMNu6hUq6sviFwFALyHXxd44+pKQrZcMZ+FcKNispijwGTcxhWTPoTAH7d1JaE62e9ACjEwqQ9PsUOtXEMlyzIE/01gkp4LwtNoNGBa4QYm5cEZ9nZaoR4z7XIZA9x7kzgnUMVkLMYznv2Zr+FBQJ/NERMEAQz3K2cUb4QMdfIghMTkbmCS+9TKNSqqps0smHkIdy3kMhSYJBtqnJF1p5WlM6IqsZipqgopcMF9BwoFAGJjGAbUYEbFmDOiwGRIdpr10AKTO02aLxkGxhjm6TwmUsUkSYlC1oR41UVC8kYoZGkDKG6iKCLwXQjwaPMzAnvtHRScbmjHY/0uqpQsFKqbgUlOgclQ1et1CCHPmNStM+y3m6EeM+1MXbudOEqJorGRFWVqhxvm2lBUeh6IgyiI95JHRXdEs88JIbGRJAnCzYpJ34VC96SR0HR9pcCkEtgwtyCGQ4HJlOKcg9/sZxwE4IzRnIyYybIMKXDBPAeyTFkocdF1HUowfcYe833KCgrJ/k4TcgiBSWXYxf4OBSbDMs+VXvAd2hglqXAzWUXxbUrSSoAojjfjqGIyGs1mE4bVDeVYzLWhyDIEQQjleGRMURTwq8Ak8x1KDAqRYRjj2YUrzPG5K2dfoNGg+9Iw3Xs+c0ZUMRmTbD4PccocYtHuIZvLx7uglNJNE8KdcUuCM6SKSUJIbMZV9DcDkx7tVUdE11ermFS3ZN+CApMppigK2FW7FObZUBSq2Ivb9WDhcRYKbUDExTAMSN70ikmKz4en1Wwg516sfJyce4EmbQCFhjH24AYdpxlXJCVuboYqPs20SgLnHPB98MCngFcEGo0GeC+cVq7S4Aw1mq0XOlmWwbzxdYjTiIfQZfMFCNYDc/QWIA/PKDAZMk3TIPs3ns98jxJFY1LI56f+fQhWH4VCIeYVpZNpZu4FJmENKDBJCInNzQ4eAFVMRsk0jJUCk5K/HS3vKTCZYrph3pipNIJOLSJiJ8syuO+C+x5UCgDERtM0iNMCk75Hm6IhqtVq0K3VA5OadY46bYSGRpKkBwdtCx5VbJB0MAwD0tVDgeRR67gkMMYABnCqmIyEoigQEcw1X/gh8uAV9ndpvmTYFEUBrj+XqZVr6JqNBqTBWXgHHF5SsCZkmqZBCt7cm/K5+nuQMFTLxekVk1YP1VIx5hWlUzabAb8TmGSUKEoIiZEkSWD3WrlSklAUsuaKgUmPKibJhjNNE/x1YHJIvesTIEkSBN8D8+hiHydjRmYKdy2oGm1Kh6VWq4GHsBHE+2eo1WohrIgAgCQrryszpmEUmCQpoes6BG/8mSBsyQ3+JmIAOKhiMiqlSi2Umc/66AyHFJgMnSRJYN54I4hRxWToDnZbkEOaM8ldC5qmjiu9SWhUVYVwfW8aBNTBJkb1cnF6xaTdR71MQfg4FLJ3Kiavxi0RQkhcJEl6PVoAGLdypSKaaGQNA8IKgUm+JQnVdDedYtnMmxsf7gyRoxYRsVMUBTxwwXwHqkIbEHHRNA1sZmBy88vh14WqquCes9pcnyCgtqIhk2V5/L7MQoFJkhL6jcHzgjvaihv8zcSoYjJCu+1wAjN5+xytViuEFZGbZFlGcPW5HHgutbAM2W6riYyzegcPABAHXVRr1MUjbKqqQrhq5cp8FxIF52NTKhSg+8OJXzO8IYpUHRyLfDYD7rzZo2CeA5mexQghMRp31rpdMalSEU0k8hlzpYpJ7lBgkmy4fC4DwX3TyjWfpcBk3K6zUZjvQaObztjouo7gqlr4Lu7SfLGwmdkchCntgeYh2H1kcvnwFkQgKwqYT4FJQoDxZwJzr9p7u9sxq2ETMQA88CgwGZHjzg6UEDoYyMNTNJvNEFZEbhJF8U2rXc+lv4OQ1Wo1mHY4gUlpeIadJs2XDJuqqjfmrNoUkIlRNpuF5k1+Nta8IXK5XMwrSqdC1ny9PweMk+VUnbp4EELiM+7gcXvGpEqJQpEwTQNKMGXE2Dyc7UiopsBkihVz2dc97Lk7QjGfTXhF6SPLMpjvgvkuNJUevuIiiiKY70/8muCOYG7BxX2dVGtVSMPzpb9fGnZRrVZDXBFRFeXhiknXoVZyJBVUVQWusxUde/zfJHaMASygVq5R2Wm1kHe6qx+IZutFgjEG4Kq7BLv+bxKWWq0GaRjOjElldI79HQrOh01V1ddJQuNxAvRZHJdcLgfZGUz8muwOkc3SPlEcTNOE5r/ZpObOiMYLEEJiJUnSm5nnAMTAg0Ld/SKhaRrUh4oFZtmSQgIKTKZYIZuBdJWRJbkj5DM0YzJusiyDeS6451B5fMym7fdw14Zp0gNAmNqNOsQV5lqJw3O0m9QyK0yKotzKhJssoPlJJBXGD2BXlUqBRy0UE8SolWtkGo0GtFF3pWNwZwjDMCloFpHrWWI0Uyx8+XweGE2eobfwsdwLNOo09zxs4yShcVCGuzYUShKKTTabhehMbuUq2AOqmIyJYRhQgjdt/bhrIUOBSUJIjG49FwMQ6Nk4MoZhQPKWr5hkYFvxTEY7jimm6zrUYBydVwObsrEScH3RFwKfKpNiJgjCrQ/ca9yzkDWoYjJMnWYdmrV8+yzNOkeHApOh0q5nf87AsPk3OYTM6/r3ndPvfWI4F8A8hxIiIlKpVMAG3ZWOIQ3OUK3T5zHZPIwxqKq20iyfa9roHHX6OwidLMvAVdIc8xxoFJiMTS6XA6wpYzesPlVMxsQwDMg3NqkFd4QsFQ8QQmIkSdLrz2JgXDFJgclo6LoO0V/yvjTwIfDt2LegJ/8U03Ud8lWrCMV3tqI38aYZtxR1IYIu9nFTNX3i5gR3LeQyFKQPU61WQ9a9XPr7s24PtRplpodJUxUwf3bF5Jbc5xAyF84ABAEY/eInhgsczKMZk1GRJAkSZxOTsuY+xuAMe9TCMjIMGF+HtiD7eR1VqrWVOnhcY4MzGjEQAcbepMRxz4amUWAyLrM6qbDA24pWcZvAMIxbMya5YyFLnZwIITG6NfMcgBD4tFcdEV3XISyZMMddG/KWJHBRYDLFdF1/XTYsehYFJhMgSRICz6Py+ASoqgo+oWxe8mxqmRKyWq0G1Vp+xqRqndMGUMh0VQGbVTHpexAoOEBSRJRkcGdIn8UJ4oIAeA7NmIxQsVyFtEJgRre6NFsvQlwQwHyX/gYi0m7WIa1YNYzAp043EbqOyXPPpYrJmAkCBwL/9j8GPgTqYhCbu5vU3B2hkKWKSUJIfMada4LX/01FNNHRdf31bO1FcdeCpm1HDIfuMlJM13UIrwOTNgUmE3CdjSLQTKXYaboOPuFDQAkcaJqWwIq2V7lcBhssH5hkgy4qlUqIKyK6NruVK/ccSBJtupH0kBUFgjOETFUBieFcAHyXWrlGaKfVWCkwk3Mu0GxSYDIqoiiCuxYlBkVkr92EMlr+fhQARKuHXLEU0orIXYyxcdWw70BT6D40TrphQLgzZ1Kwh9ANCozFRdf113NWAUD2bZiUME0IidnNkT7cp8BkVHRdB5zRwy+cgLvbU1xGT/4pNs7IGv8RbNMv9Sa5btVEFZPxM/RxK1dP0vDq4BN40jgYKfsUpA+boijggQcEwcSv330PbgkCcMpMD52uKmD+m8Dk3feA+S4k+pmTFJFkGYI9oIB8ggSBA55LiVoROmg3IQ9Pl/5+ZXhGs/UiJIgSuGtBFOmZIArNeh05d/mZ58C4nXGjTuMFoiKKEpjvgnkudKqYjJWZyYLfCUxyZwgzk0loRemjaRrgvKmYpIRpQkgSbg4U4LRXHZnxbO0ZXcxm2KYYDgUmU+xWRpZr0U1PQhijwGQSzKvApC/rOD36Hnx5fFGXKDAZiUw2B8HqTfza3ffgJsHqIZvLR7y69NFUFeKNGZN33wPuOVQ5RlJFkWWqmEwY5wICl1q5Rmmn2UTeWSEwM7xAsVgMb0HklnHFpE3B+YjUajVoo+5Kx5CGXXSajXAWRO6RZBnMc8B9B7pGn8dxypgmhDuVG4IzRJYCk7ERRREI3sx2k3yH9iUIIQl4U1BAFZPRYYyBY7m58tzdnhnEFJhMMVVVgese9o49/m8SOxaMs1BoEyJeGXMcmLxL8GwK0kegWq1CGi2+GSqNaL5kFBRFgRy4U7/OPIeqVEmqKFetXFUKTCZGEAQEHrVyjVK9XodmLxeYZJ4zDuBT4Dgy4uuKSXomiEK1WgUfrtbK1bAvsNuiwGRUZFkG911wnyom45bPZSHYd1q5OkPksxSYjBNnbzapJZ/2JQgh8eP8zcxhqpiMFp8033me73MtZCgwSTadJEmAf5WRRRebxDAG8MCnn3/MsqYB7t2fMcldqpiMQqtehbjEXB9xdIFWnQKTYVMUBdIDgUlVpQANSQ9FUcDtIRQKTCaGCwICjyomo1StViEMzpb6XmnYRbFM856jJEkiuGdBpGeCSKjq1XztKaMF5pFxL2nueYRkRQHzHEiBSwlyMStmMxNauY5QzGUTWlE6cc4Bf7xJTQnThJAkCKIEdhUrYL5Le9URUlRtYsHMQ7hrIZ/ZjhnQFJhMueuhtmzJ8mESAsbAfI824mKWNXSIEz4AGLU1jkS7UYNsXS78fYp1gTYFJkMnyzLEG62C7uK+C1WhTHWSHupVxaRCG6GJEYRxK1eqmIyOrutgrr1UYEYcnqNFs/UiJUoStXKNmJHJQrAHS3+/PLqgTh4RUhRlvAkaeJQoFLNSPgvBvd3KVXSHKOYpMBknRVHBvfEeBXcpMEkIiZ8gCjcCk9TdL0qapoO79wtmHiJ5NrVyJduBMwBBMP6/JBGccTDfpYt9zHRdh4IJg4ad7RkivE6qlQpy3uQZk7NkvT5lpkdAURQI/uyKSZ0qJkmKKIoM7o6oUjhBnHMElKgVOdPMQHAWD8xIwy72dpoRrIhcG1dMOpApMz0ylWplqQ4erw0vUCqVwlsQuUWRZXDPgUgVk7HLZDLQ/duBSc23aMZkzOTrym4AjComCSEJEEUJ7GqviAKT0dL15Som1WB7Ov1RYDLlxpm5FkSJbvyTIogCmEfZ0XHTNA2yPyEwScOdI1Eul6HZi1dMqha1zIrCODA54ff/CvccaDTbh6SIIkkQXAsKXf8TI3AOBAEFJiNWqVUhLjFnL+deotWoR7Aick0URDDPoWeCCLXqNUjLzpn0fYic0TUqQrIsjzsJBR4FJmNmmiZU//bmqOpbMM3taBW3KVRVBbseN+PaUOl5jBASM1GSwK7nHlIr10gZhrFUYFL2KTBJtoQkKxDsPt34J4gLAuDSJkTcNE2DNCEwQ8XD0ahUKhCGFwt/nzA6p8BkBGRZBp9VMem70KhyjKSIqsjgrgVVofuhpPCrzX5q5RqtdqMBadhd+Pt0m1pYRk0SRXDPhkTPBJHpNBuQrcXvRwFAtC6QyxdDXhG5SZXHVRoCJYrGLpPJQL7TylV2R8hQxWSs1BsVk3Ad2qcjhMROEsXXFZNUuBGtjKEvFZiUKDBJtoV8NVNJphkOiRFFEYFrU/ZtzDRNg+jd6eUdBODU1zgSpmkC9nDh72P2CIaxHb3T14miKGDe7IpJgwKTJEVURaHAZMKuA5IUmIzW3k4D6hKtLMVhF7UazZiMkiSNKyZpAyg6tWoFOXfxDh4AIA3PUatRcD5K44pJF5xaucbONE0IdzZHBZeew+Kmq+rreWMMAd0TEUJiJ0rS6xmT8KhiMkpZ07j32TsPwaXAJNkSsiyPA5N0458YLohUMZkATdMg3AlMMs+GLFMwJgqMsfFmw4xg2L3vcW0oigzGKFgctnkCk7pGrYNIemiKBGVwClWmB6+kCML4sYSu+dGqVatLBWaYPaSWfhGTJWlcMSnRM0FUqtUqNHvJisnhOXYbFJyPkqrIYJ4LThUasdN1HezO5ihzLQpMxszQtdfPaHQ/RAhJgnwzMEkzJiOVyyzXylXwrK0JTNJvV8rJsgxuU8VkkgRBoIrJBGiadu/hi7s2FJrjEJliqQRxdAHHKM31etG6QKFUjnhV6aQoCjAjMCnBG7+GkJT46Z/6KTTqdTx9+jTppaSWwOk+KA7VahXqgjOfmWuN517RJmmkJEkCdx1q5RqharUKPlhuxqTuXGCn0Ql5ReQmVZbB/AE4zbSKna7r97vb2KOt2fjcFLqmgns2EPhULUkISYQoim8Ck6BuNlHKmiZE70eLf6OzPYFJ+u1KOfWqlatKG9CJEQUBgedSYDJmuq4DdwOTng1N0xJa0farVSuQhvNvBknDC9RovmQkFEUB3BmBycClwCRJlUKhgG9/+9vI5/NJLyW16KE3HuVyGWzQXeh7pNEFiiX6PI6aJArj7h1UMRmZ11VhQbDw92adHs1ZjZiqjFu5wqdWrnGTZRm4O3+e3ofYGZoG5rlgnguJfvaEkATIkgRcBSYpJTFamqZBDeyHX3iXM9qavWvaAUg55SowqdBMpcRwQUDgOhSYjJmqqoBz+wOAuzY0fTsu7uuoWa1AtOav0hCtS+zUaSM0CqIoAoE39etS4FBgkhASK5Hug2KhaVdt4hYIzIjDC9Rr9HkcNUkUx5ViVDEZKU3Xl2qbJVsXqFDCXKRURYZo9wHHoorJmDHGwO9sQXOqko+doSngngPuOTRihhCSCEkSwWfsFZHwGIYB2Z9/3NU1Fvhb02J3O/5XkKVpigzunENVMkkvJbUEQUBAfbtjxzkHw+1NOe5Z0LXtKIdfR81aBer/9jXmneyjOT00qvuRrinNZm02CD5VTBJC4vXzP/eH8FPf/jjpZaSCrhvg7gi+NF8yljg6R5tm60VOFAQwz6EgfcSKpTLE0QVsabHxDWx4gVJpvnEEZDl7nQ7eDv4ttHKeZhsmQBCEcZUMH/9fSpyOn6aqEHwHzHcgSVQ8QAiJnyzLwOVVxSTlp0RK0zRI/uIVk9s0XoMiISmnyDIE14JKbSISc33DTy3M4nf3Ys5dB0aBKiajUiqVYHoDPJ/z9abbpw2gCM26lREpMEkIidnh4SEODw+TXkYqlMpliMML2HMGJjPuJZq1JxGvikiSCO65kKiVa6TqlTLE7gXszAJtWYMAnO6NIvfuu+/il/+f7ya9jNRSr6qJfVmH4I6gbcn8qk2iKAokuOAeda8hhCRDlsRxW/UgoFauETMMA8KCXTyY725VYRNFQlJOkSVw14YiU6uUpIgUmEwM5xzw/df/zTwb5pb06V5HxWIRqj1/K1fF6aFYLEa4onRjnAOBP/FrtPlGCCHbq1GvQRrNP/PZdHrUwjIG440gB/IWbTaso516daHRAgDA3RE0w4xoRYSsB00fByQBgLsWNOokFDtFUSAFHpjvQlGpeIAQEj9FksF8b5yUxalyPkqapi0cmOSuBXWL9q0pEpJyiiyDuyMoVDGZmOuKyW0qxd4UiqKCe2/K5rlnI2PSA1hUSqUS+Gj+jSBOLbMiJcnyeM7YBNynLF1CCNlWu40qxAUCk9LoAuVyOcIVEQCQRRHMcyFTxWSk6tUKTGexwKQ4ontSsv10TQN3x8/G3LWhU8Vk7GRZhhS4YJ4DVVms3TQhhIRhnCg3TpAQRApMRknXdTB3sVau3LWhblHiEAUmU05T5XE2nEKByaTQ7IbkyOrtwKTg2cjo25N5sm5M0wSzh3O/njkjmi8TIVlWwKcEJhm1DyKEkK1Vq1SQcQfzf8PokjoYxECSJEhOf6vaM62jcrkMw+0v9D3S6AI1qhomW07XtNcbpOOKSXoujpuiKBB8F9xzqXiAEJIIRZHBAg8s8CAIdE8aJV3XETijhb6HuxaMLUocot+wlFMkauWaNIFauCZGu/HwBQBK4NADWIQYY+PNNt8DHmgJcd03nSqJoyMrCpjnTvwacykwSQgh26pUKkF3e/O9OAjAEVCwLAaffPIJyuUyHj9+nPRStlq5XIa8YCtXcXSBdmOBmZSEbCBD18DPrgKTng0zR8/FcZMkCfyqlatKxQOEkAQoknRVMelBlChWECVBEMCmjFeaZtsCkxQRSTnDMCBZl9SmI0FUMZkc7U7FpOxTYDJquXxhrrk+wqiHXIGqM6KkKMqt3/+bAteGTFm6hBCylUql0tyBGcEewMxkIl4RAYBsNouPP/4Y2Ww26aVstVKpBDacv5UxAJhuD/UqVUyS7WYa+utnA+baMA3aI4qbLMvgvkuBSUJIYmRJBAt8sMCHQImJkVu0GIO71lZ9PtNvWMr99E//NL75zW9Su8QECQLlByRF1zTw0ZvAjBi4UFWa5RClUqkEcXQJV8vPfJ1oXaJcosBklFRFAfMnV0zCcykwSQghW6pYLALD+QKTonWJYpFm65HtMd7494AgAObcDDKcHs1ZJVsvY+jg7jhozz0bGaOQ8IrSR5KkcWDSc6HKlDBNCImfJEkQAw/wPeqYEgNRFMF8FwGf72fNXQu5zPbEcCgiknKMsfHcN2qXmBhq5ZocXdduzdgTPZsCkxGrV8pzVUyK1iVqtAEUKVWZMWOSMfpcIISQLXXdKg5B8OBrxdElahX6PCbbRTdNcGf+ueeSdUmBSbL1sjcqJgXPRnaLKjI2hSzLYN64YlJTaawGISR+giBAgH81Y5I6/EVN1TRw15r79dy1kDUpMEkICQld6JNjaCrYjVaWgk8Vk1FrVIoQrf6DrxOtHhpVqtCIkq6pYFMDkzEvhhBCSKw0wwR3Rw++TrQusFOjFpZkuxSLJYjWnHNWAbDR5bjSmJAtpus6lGD8bKwENOIkCdLVbDdOrVwJIQkRRXEcmPR9SFQxGTlV08HdySOWJpF9G5kt6npJgUlCEkaByeSYdyomOVVMRq5ULML0Bw++zvSHKNMGUKTGM1YnBCaDAJwik4QQstWKxXFr9YcYbh9VqpgkW6ZSLs3VwQPA+L7I9yFJUrSLIiRhqqpC8cfPBrJPgckkyLIM+C6EwINM1xxCSAJEUYQQeGC+B1GiwGTU9AUrJpXAga5vT0cDCkwSkjDOKQCQlHFg8k1mCnMpMBm1QqEAzX24dZbmDpDP56NfUIrpmjKxYpJ5DkSJMnQJIWSbVcrFuQIzhttHqUQdDMh2aVbKc1dMcs+GSgEakgKqqkIMxvPnxYA6CSVBkiTAcyHCGwcpCSEkZqIoggfjVq6iQIHJqBmGvlBgUvbtrUocosAkIQl7enKMZx98lPQyUknXNMhXD18AwLztusCvo3w+D9l5uJWr7PRRKBRiWFF6mZoG7t8PTHLfgUytgwghZKvVy/O1spRs+jwm26dWKUFz5gtMCtYlcpQsR1JAURQI/lVg0negKDTjMG6iKAK+CzHwx/9/QgiJ2bhi0gfzqXI7DhnDWKiVq+TZMLaolSt90hGSsJ/+ye/jp3/y+0kvI5UURYEcvAnMBI5NmYkRKxQKYHO0jmOjHlVMRkxTFQhTKiZlmTKkCSFkm9UrJSj/2/MHX8dHlxSYJFunUCjA8B4eLQAA4qiHMlUNkxQYBybHzwbcdykwmYBxYNKHEHjUPpoQkghRFMECDyzwIYo0eixqWdMA//H8FZPClhXUUMUkISS1VFWFdLNiEgHN/IyYYRiAM3rwdcwZbVUW0DpSVRUy3Hv/zj3KkCaEkG1XKBRgzhGYYa61VXNMCAGAYrEIxX64gwcAiFYP9QoFJsn2U2/MnxfoeSARjI3H/AigiklCSDKuW7mCKiZjkTMNcPfhPdJrzLUoMEkIIdtAVVWINyrGGGjeZ9QYYxA5BwJ/+osCH4IgvH4wI9FQFOVWYP4a8xyoKm1EEELINisWi1Afaq3uexDp85hsoWKxCGGOGasAINs9NKvliFdESPJkWX495oFRYDIxDAD3qWKSEJKMWzMmKUEichnTgDRhxNI0zLW2qoiDApOEkNRSFAXCdWAmCED7bvEwMlkI9vQqDcEewDAzMa4onVRVhehPrpjUVGrlSggh22wcmJk9Y0+0+zCzuZhWREh8stksYM1XMZnxBygWixGviJDkqaoKuFebo54z/m8SOwaAU0CAEJIQQRDGrVx9HxJdhyKnaRqUYP7AJByqmCSEkK2gKMrrdjXMdyFKNF8yDvlCAcKMzSDR6tE8qxgoijIxMMkoMEkIIVsvl8s9GJgRrB4KRfo8JtuHcw6BsdkdPK6oTp8CkyQVFEUBrrsJuTZVTCaFATzwqWKSEJIIURTB/HHFpCxRYDJqmqZB9u25X8+C7RpBRoFJQkhqKYoC5r1pVyPLFJiMQ6mQhzhjro9g91Es5ONbUEopigJhQssI7jnQNQpMEkLINhMEARwBEARTXyNafVQoIEO2lJnNzezgcY0S5khayLJ8o2LSpWfjhDDGqIUiISQxoiiCBR5AFZOx0HUd0iKByS3r9EeBSUJIaqmq+jowyT0HMmWFxqJcyD/YyrVCFRqRU1X19RyZm5jnwKDAJCGEbD1FVcG86Q/Cgt1HtUyBSbKd8vk8xAfaGQMARpcUmCSpwDkHME5WYQhovnBCOOdgnkOBSUJIIsYVkx5Y4EGiisnIaZoGYcbz2C3+9iWtUGCSEJJa43Y14w8A5lNgMi7VYh6SM71iUnIGqBTz8S0opRRFAXfv3wBxz6bAJCGEpEA2O7uDgeoOUKVEIbKlioUChBm//9d4EGzdJhAh0/CrYCQFJZMjCAKY62xVqz5CyObgnIPBB/M9KBSYjJyu6xP35SbhrgVF2a69OgpMEkJSS1EUwHlTManSXL1Y5HI56P5o6td1b4R8LhfjitLp1hyZG8TApVauhBCSAvl8bubMZ90bjmdRErKFqqXCg61cmedAonaWJIUoLJkcLgiAZ1NCBCEkEaIoAr4PFlAr1zjoug7mWnO9lrs2VE2LeEXxosDkDf/+3/97/PE//sexu7uLZrOJ3//7fz/+yT/5J0kvixASkXEWog9gvPGgUsVkLHK5HFRvemBSo43QWKiqOjEwKfsuBekJISQFysXZgRnVHSCfz8e3IEJiVCsVIM/o4AEAgtVHJkv3pCQ9OGNA4FPFZIJEUQRcauVKCEmGIAiA74EHPl2HYqBpGuBM3x+9iXsWNF2PeEXxot+wK//m3/wb/NE/+kehqip+7ud+DqZp4p/+03+KP/tn/yy++OIL/KW/9JeSXiIhJALX7Wq450IzKDAZh1wuB9mZvhEquQNks9kYV5ROsiwD7v3ApBRQ9fD/v707j6sx++MA/mlTobrRIirJaAzZp6EIEaUYmoyIiYbB2JdJlp+EDBliLJN1hjCVJUujhWpQKbsxxhZC1rGVFKW6vz963Ttd95auuq2f9+vVa8Z9tvOs5zznPOd7iIhqA8OGulC9+6zY6Sq5WfxQiGosXV1d1Mt/g+clzKOamwWBLu8Bqj1UVNWgnJcDVTW1yk5KrVWvriaeP3pQGN2GiKiCqaqqAsICqKCAIaUrgJqaGlCQX6p5lfNyUK+G9ZhkwySAvLw8TJ06FcrKyjh8+DDatm0LAJg1axZ69+6NxYsXY+DAgTA1Na3klBJReRN9C6pUwB6TFUVbWxvKJfTQUM7NZkVoBSgcO0Ao9buqMK+w0ZKIiGo0vQa60MxPQ0Yx05VysthjkmosHR0daOSVHMpVJTcLevocZ5VqD7U6alB59xaqanwXqCz+i3zx7t071K9fv7KTQkS1kLjHJNhjsqIolzKAunJeLurrssdkjXPixAmkpqZi+PDh4kZJoPBlZcaMGZgwYQKCg4Ph7e1diakkIkXQ1tGGrroy6qmrQFeHvfQqgra2NrTqKEFXQ3YWpFVHGVpaWhWcqtpJW1tL6jzoatZBvXr1KilFRERUURo2bIhGGkBOMfmxtqYGe9BTjdWgQQM0UC++PAoAWmr5MG1iVIGpIqpcAoEuGqgVQJcfpVQadXV19pYkokqjoqICrXp1kV9Xne8BFURHRwu66irAB8Ko16sD6Os1qKBUVQyl9PR06e4StcyiRYsQEBCArVu3wtXVVWLakydP8Omnn6J79+44dOhQJaWQiIiIiIiIiIiIiIiIqHpTruwEVAW3bt0CADRv3lxqmqGhIerXr4/bt29XdLKIiIiIiIiIiIiIiIiIagw2TAJ49eoVgMLwgrJoaWmJ5yEiIiIiIiIiIiIiIiIi+bFhkoiIiIiIiIiIiIiIiIgUjg2T+K+nZHG9IjMzM4vtTUlEREREREREREREREREH8aGSfw3tqRorMminjx5gtevX8Pc3Lyik0VERERERERERERERERUY7BhEkDXrl0BAHFxcVLTYmNjJeYhIiIiIiIiIiIiIiIiIvmxYRJAjx49YGZmhr179+LSpUvi3zMyMhAQEIA6depg6NChlZhCqgni4+MhEAiwdOnSyk4KEVGVcffuXQgEAnz//feVnRSFYz5QPtq0aYM2bdpUdjJKrbqlt7ZydnaGQCCo7GRUKh4DaeX13F66dCkEAgHi4+PLJV3lvT4qve+//x4CgQB3794t1fzM+ysG81rZalM5m4hqt127dkEgEGDXrl2VnRR6T23Mi8qjXFIbyjZsmASgqqqKNWvWoKCgAM7Ozpg6dSrmzZuHbt264ebNm5g/fz6aNm1aaem7dOkSpk+fjs6dO8PExAT6+vqwsLDAoEGDsHbtWjx79qzS0kaFRA/Zkv4yMjIqO5nVxpkzZyAQCODq6ipz+uzZsyEQCGBlZSVz+i+//AKBQAA/Pz+5tsuCzMcp7vpv3LgxbGxssGzZMrx+/bqyk1llFT1+X331lcx5RPdEbSrIVSZZ17S+vj5at26NMWPG4PLly5WdxBqlNHloZRbIa1NjDcuc1Udp7pv09PTKTmaVVpXL77WtMYv5bvUk67zp6enhs88+w6hRo3DhwoXKTmKNVF3z6tpUnipKdJ8UV7dB/5H1TDEyMkLLli3x5ZdfYsmSJUhNTa3sZNJ7eN4qT1ZWFlauXInu3bujSZMmMDAwQKtWrdCvXz8sXLhQ4rjXhkYuReP7V/lTrewEVBXdu3dHVFQUli5div379+Pdu3do1aoVFi5cWGxFsaIVFBTAx8cH69atg4qKCmxsbGBnZ4d69erh6dOnOHPmDObPn49ly5bhzJkzaNy4caWkk/7TrFkzDBkyROa0Xr164fTp02jYsGEFp6r66dChA+rXr49Tp04hLy8PqqqSj6r4+HgoKSkhJSUFT548gaGhodR0oPC+popT9PoXCoV4/vw5jh49imXLliE2NhZRUVFQUVGp5FRWbXFxcTh+/Dh69OhR2UkhSF7TWVlZOHv2LPbu3Yvw8HAcPHgQXbp0kWt9nTp1Yj5QgpLyUB0dnQpOTfk5dOhQZSfhg1jmrL5Kum80NDTkWteGDRvw5s2b8khWtVIdy+9jx46Fq6srjI2NKzsp5aq8892qoDbk/UXPW3Z2Ni5evIgDBw7g8OHDOHDgAIfFKSfMq6m2KPpMyc3NxdOnT3H+/Hn89NNPCAgIwNSpUzF//nwoKSlVckqpKJ63ipWZmQlHR0f8888/MDc3x5AhQ9CgQQM8f/4c586dw6pVq9CsWTM0a9asspNa45Tn+1dJqkM9QlmxYbKITp06Ye/evZWdDLHFixdj3bp1aNeuHX777TeYm5tLzXPx4kX4+vri7du3lZBCep+5uTnmzJlT7HQLC4sKTE31paqqCmtraxw9ehTnz5/HF198IZ724sULXLlyBf3790d4eDji4+MxePBg8fSCggIkJSVBXV1dYjlSPFnXf05ODvr06YMzZ84gISGBDW4lMDU1xf379+Hr64u4uDgW2KsAWde0n58fVqxYgcWLF+Pw4cNyra9u3brMB0rwoTy0uqoOL4Msc1Zf5XnfmJiYlMt6qpvqWH5v2LBhjWzoKu98tyqoDXm/rPO2atUqLFy4EEuWLEFEREQlpaxmYV5NtUVx+XJSUhLGjRuHgIAAKCsr43//+18lpI6Kw/NWsQIDA/HPP//Aw8MDP//8s1T90Z07d5Cbm1tJqavZKqreojrUI5QVQ7lWUTdv3sSaNWugp6eHffv2ySx0AkD79u1x4MABmJqaApCM23z9+nUMHz4czZo1g6DIOBjh4eEYPXo0OnToACMjI5iamqJfv344ePCgzG2cOHECgwcPRsuWLWFgYIAWLVqgX79+2LZtm8R8Fy9ehIeHBywtLWFgYIDmzZvDzs4OK1asKL8DU40VF5JJ1J0+PT0dXl5eaN26NRo2bCgRTvTy5cv49ttv8emnn0JfXx+Wlpbw8vLCixcvKno3KoytrS0AICEhQeL3hIQECIVCjBs3Drq6ulJj6/z9999IT0+HlZUVlJWVsXHjRnz11Vdo3bo1DAwM8Mknn2DEiBH466+/JJb7/vvvMXHiRADAxIkTJbriF5WZmYkff/wRXbp0QaNGjWBqaoqvvvoKSUlJUvsgClfz9u1b+Pn5oX379tDT06s1YbkAQF1dXXwui16vAoEAzs7OMpcpLsTE3bt34enpCTMzMzRp0gROTk5ITEysMeMstWjRAm5ubrhw4QL2799fqmXu3buHSZMm4bPPPoO+vj5atWqFSZMmIS0tTWreD12PonPy8OFDjBkzBubm5jA2NsaQIUNw584dAMD169fh7u4OMzMzGBsbw8PDA//++6/Utnbs2IFhw4ahTZs2MDQ0hJmZGb766iucOHHi4w9QFTF27FgAEIcny8vLw7p169C1a1fxM6F///6IjIyUWra4fODWrVuYMGEC2rZtCwMDA5iZmaFr166YPXs2hEKhxLwfc87fvXuHpUuXok2bNjAwMECnTp2wZcuW8jokVYZQKMSOHTvg4OAAExMTGBkZoWfPntixY0ex8+/cuRP9+vWDqakpjIyM0LFjR0ybNk18PAUCARITE8X/L/oThVUuTbmruGdaabZfERRZ5pTn/ijpWS4r1HrR7d++fRvDhw9H06ZN0bhxYwwcOBB///23zP1ISkqCk5MTGjdujGbNmsHT0xP379+X+7hVBxcvXoSXlxesra1hamqKRo0awcbGBqtWrcK7d++k5pcVZq/osY+MjISDgwOMjY3Rpk0bHDt2DAKBADNnzpS5/dTUVOjq6lZa9JnyUFJI1YSEBPTr10/qWvpQuMI9e/agW7duaNSoET799FN4e3tL9FRdunQpBgwYAADw9/eXePaI7i1Z98vH3hMfux8V5f1890PvnAUFBbC0tESzZs2Qk5Mjc539+vVDw4YN8eDBA4nfDx8+DBcXFzRr1gyGhoZo06YNxo4diytXrkitQygUYsOGDbCysoKBgQEsLS2xbNkyFBQUSMxX0jX09OlTzJs3D59//jkaNWoEMzMz9O7dG2vXrpX/QFUx33zzDQBIvXM9f/4cs2fPFpd5PvnkE4waNUrmMQYKe92sX78ednZ2MDY2RpMmTdC5c2fMnTu3VOHS1q1bB11dXXz55ZfIzMws835Vlo/Nq4uS57lw5coVjBo1Cp988gkMDAzQtm1bzJ49W2b9Q2nKsR8qT9VG8lzbT58+xZw5c9ChQwcYGBjA3Nwc33zzTbH3TU1lbW2Nffv2QV1dHWvWrBGX30oqqwCFx7q09UIi2dnZ8PHxQevWrWFoaAhra2ts3769xGd6cnIyhgwZAjMzMxgaGsLKygo//vgjsrOzpeYVvXv/+++/GD9+PMzNzdGoUSPY29tX+3qN9xV33jIyMrB69Wo4OTmhZcuW0NfXR8uWLTFu3DiZoV+Lln127dqF7t27w8jIqNh6JZEHDx7A2toahoaGxdZ7V0dnzpwBAIwZM0bmR+1mZmawsLAQlw/T0tKQlpYm8Qx+/zpOTEyEm5sbzM3NYWBggI4dO8LPz0/mNfwx89dmfn5+EAgExdb17dixAwKBAAEBAeLfZNUjFL0PPvROIZKXl4eAgAC0b98ehoaG6NChAwICAnDnzp1Kz4vZY7KKCg4ORn5+PkaNGgU9Pb0Pzv9+qMvU1FT06dMHrVq1gru7O168eIE6deoAABYtWgQ1NTVxw8qzZ88QGRmJkSNHwt/fH+PGjROvJzo6GkOHDoWOjg6cnJzE81++fBmhoaEYNWoUgMJxDhwcHKCiogInJyeYmJggIyMD165dw7Zt2/DDDz+U38GpgXJzc/Hll18iKysL/fr1g4qKCgwMDAAAERER8PT0hLKyMpycnNCkSRNcv34dmzdvRlxcHGJjY6tEpUF5EzVmxcfHY8aMGeLf4+PjoampCSsrK1hbW0sV2kT/trW1xcuXLzFnzhxYW1ujT58+EAgEuHPnDiIjIxETE4OIiAh07NgRQGFlXEZGBiIiIuDk5CSzEvnly5dwcnLC1atX0aVLF3h6eiIzMxMREREYMGAAtm3bhv79+0st5+HhgcuXL6N3797Q0dGp1DFrK1pubi4SEhKgpKRUpnj2Dx8+hIODAx4/fgx7e3u0bdsWKSkpcHFxqVEhe+fOnYuwsDD4+flhwIABUFNTK3bemzdvwtHREc+ePYOjoyM+++wzXLlyBTt37kRUVBSioqLwySefSC1X0vWYnp4OR0dHGBoaYtiwYbh58yaio6Nx48YN/P777+jXrx/at2+PESNG4OLFizh06BBevnyJ8PBwiW14eXnB0tISPXv2hJ6eHh4+fIiIiAgMGjQIO3bs+ODLQ3WgpKQEoVAIDw8PRERE4JNPPsGYMWOQnZ2NsLC1UPl3AAAykElEQVQwDBs2DEuWLBF/8FCcR48eoVevXsjOzkbfvn3x1VdfISsrC7dv38bWrVvh5+cnzuM/9pyPHj0a58+fh729PVRUVLB//3788MMPUFNTw8iRIxVyfCqaUCjEd999h71796J58+YYPHgw1NTUcOzYMUyePBnXr1+XGHe4oKAAnp6eOHjwIBo3bozBgwdDS0sL9+7dw/79+2Fvbw8TExN4e3vj999/R1paGry9vcXLv/88K6ncJUtpt18RFFXmLI/7ozTu3bsHe3t7tGzZEiNGjEBqaqo4Xz59+rS4PAUAx48fx+DBg6GsrAwXFxcYGRnh+PHjcHR0rNbhgouzfft2REVFwcbGBn369MGbN2+QkJCAhQsX4vz588U22sty8OBBxMXFwcHBAaNHj0ZmZiZ69OiBZs2aYc+ePVi8eDHq1q0rsUxQUBCEQmGNec4UFRcXhyFDhkBFRUV8LcXHx8PR0bHEcvnmzZsRGxsLJycndO/eHbGxsdi4cSNevHiBzZs3AwC6deuGe/fuITg4GF27dkW3bt3Ey5fmOpXnnvjY/agMSkpKpXrnVFZWhoeHB3788UccOnQIX3/9tcR6UlJSkJSUBAcHBzRp0kT8+7x587B+/Xro6urC2dkZ+vr6ePDgAY4fP4727dujVatWEuvx8fFBYmIiHBwc0KtXLxw+fBjLli3Du3fvMH/+/A/uT0pKCgYMGIDHjx/D2toazs7OyM7OxtWrV7Fy5UpMnjy5fA5cJSs6jMOzZ8/Qp08fpKamolu3bnB1dcXdu3dx8OBBHDlyBPv27YO1tbV4/jdv3sDFxQXJyclo3rw53N3doa6ujlu3bmHbtm0YOnRosdepUCjEggULsGbNGgwaNAibNm0qMV+u6sqaV8vzXEhKSoKrqytyc3MxcOBAmJqa4vTp09iwYQOio6MRExMj7rFd2nJsactTtYU813Zqair69++PBw8eoFevXnB2dsbTp08RHh6OuLg4HDx4EJ9//nnl7lAFatGiBQYNGoTQ0FAcPnxYov5SVlkFgFz1QgCQn58PNzc3xMfHo1WrVhg8eDBevnyJ//3vf8WGpj5w4ABGjx4NdXV1uLi4QF9fH3FxcVi+fDni4uLwxx9/SIV4zMjIgKOjI7S1teHm5oZnz54hLCwMrq6uOHbsmFS+U53JOm83btzAjz/+CFtbW/Tv3x9169bFjRs3sHfvXhw5cgTHjx+X+ZHF2rVrER8fDycnJ/Tq1avE4YKuX78OV1dXvHr1Cnv37hXXM9YEurq6AAo/Dmnbtm2x8+no6MDb2xuBgYEAINEIVbSMuXXrVvzwww/Q0dGBo6Mj9PX1ceHCBaxYsQLx8fEIDw+XyEflnb+28/DwQEBAAIKCguDi4iI1PSgoCKqqqhg+fHip1leadwqRiRMnIjQ0FGZmZhgzZgxyc3Pxyy+/4PTp0+Wyb2XBhskqSnRxfOxDMzk5GbNmzcLcuXOlpu3ZswdmZmYSv71+/Rp9+/bFkiVL8M0334grFnbu3AmhUIjw8HCpQmPRr+VCQ0ORk5ODXbt2SVU41+Refe+7ffu2zC+n7O3tS1zuyZMnsLS0RHR0NDQ1NcW/v3jxAuPHj0fDhg0RFRUlkSnv27cPo0ePxpIlS/DTTz+V305UEW3btoW2tjZOnz6Nd+/eiRtoEhMT8fnnn0NdXR1du3ZFREQEHjx4IK5YEPWwtLW1hUAgwOXLl6XG17h69Sr69OmDRYsW4cCBAwCA/v37ixsmnZ2dZWYGs2bNwtWrV7FmzRp4eHiIf3/69Cns7Owwbdo02NvbSxU4Hz16hMTERHHBoaYqev0LhUK8ePECsbGxePToERYtWiSzwaS0fH198fjxY8yfP1+iZ8aOHTtqTMUNUBhGb+zYsVi7di1+++03cS8BWaZPn45nz55h9erV4o9EAGDLli344YcfMGPGDJkx6Uu6Hv/55x9MmDABP/74o/i3mTNnYuvWrejXrx9mz54tLsgKhUK4ubnhyJEjuHjxItq3by9eJjk5WSqfefz4Mezs7ODj41OtGyZFPQ07duyIkJAQREREoGvXrti/f7+44D19+nT07NkTCxYsgLOzs9SxKOrQoUPIyMjA0qVLpb5Ue/nypUTF0see84cPH+LkyZPQ1tYGAIwfPx7W1tZYt25dlWowKC4PBQArK6sS89KgoCDs3bsXw4cPx+rVq8V5Rm5uLjw8PLBu3ToMHjxYfJ1u2bIFBw8eRI8ePRASEiKR975580YcAm3OnDlISEhAWlpaieFaSip3yVLa7VcERZU5g4ODy3x/lEZiYiJ8fX0xbdo08W+i0I+7du3C9OnTARQ2Bk+dOhV5eXmIiIgQV34LhUKMHTsWe/bsKVM6KktJZc8ZM2ZgxYoVEhU2QqEQkydPxs6dO5GcnFzqMftiYmIQFhaGnj17Svw+atQoLFiwAAcOHIC7u7v497y8PAQHB0NfXx9OTk4ft3MVRN7ye35+PqZOnYr8/HyEh4dLNKSMHz8eISEhxW7r2LFjOHbsGFq0aAGg8H63tbXFvn37sGjRIhgZGYnvxeDgYHTr1k3uUFGlvSfKsh8VqWi+W9p3zm+++QbLly/H9u3bpRomg4KCAECiLB8VFYX169ejVatW+OOPP9CgQQPxtLy8PJnvs3/99RcSExPRqFEjAIXvCR07dsSmTZvg7e39wcq4sWPH4vHjx/j555+l8uL3e3JWR6LjXPS6WrBgAVJTUzFjxgz4+PiIfz9y5AiGDBmCiRMn4uzZs1BWLgzstWTJEiQnJ8PNzQ2//PKLxLMsIyOj2MrovLw8TJo0CSEhIfjuu+/g7+8vXmd1Vda8Wp68csKECcjOzsa+ffvQu3dv8fw+Pj5Ys2YNFixYgHXr1gEofTm2tOWp2kKea3v8+PF4/Pix1Pnw8vKCnZ0dpkyZgpMnT1Zo+itbt27dEBoaivPnz0v8XlxZRZ56IaCwB2Z8fDz69OmDkJAQ8fmYMGGC1LoB4NWrV5gyZQpUVVVx5MgRWFpaAii8Z8aMGYOwsDCsWbMGs2bNklju8uXLGDNmDJYvXy5+Rtna2mLKlCnYvHkzVq1a9TGHp8p6/7xZWFjg+vXrUvUSJ06cwKBBg7BixQqsWbNGaj2JiYmIiYlB69atS9zemTNnMGTIENSpUweHDx+ucR9CDBo0CLt378aUKVNw7tw59OrVC+3bt5cowwCF1/+cOXPw+++/A4DMZ/C1a9fg7e2N1q1b49ChQxLrEIVm37hxo7juTd75a5qS3h2srKxkLmNqaorevXsjJiYGd+/eleggcPXqVZw5cwbOzs4wNDQsVRpK804BFH6YGxoaijZt2iA6Olrc3jNz5swq0cmjepfOajBRaDzRhVRUfHw8li5dKvH3fq8xQ0PDYnspyqoAql+/Ptzd3fHq1SupzB2ARIWZyPsPO3nmq6lSU1Ph7+8v9SfqYl+ShQsXSh2/4OBgvHr1Cj4+PlJfCrm6uqJdu3YICwsr132oKlRUVGBjY4OsrCycO3cOQOFXtlevXhV/1SP6Wk10/YvGl9TU1BQ3Xr5f+ASAzz77DN26dcPJkydlhjKT5fnz5wgLC0P37t0lKjIAQF9fH5MnT8azZ89w7NgxqWXnzJlT4xslAcnrf/ny5diyZQtSU1PRo0ePMo0tmZOTg4MHD0JfXx+TJk2SmDZixAhxRlxTzJw5Ezo6Ovjpp5/w+vVrmfOkpaUhPj4eLVu2lKrM+vbbb2FhYYETJ07IDE9Y0vVYv359qTEfXF1dARQ+y8ePHy/+XUlJSRye7/LlyxLLyMpnGjVqhAEDBuDWrVu4d++ezO1XNaIC59KlSzF//nz069cPy5cvh4aGBubPn4/g4GAAhZEIilZAmpiYYMKECcjLy8Pu3btLtS1Z+WfR81SWc+7j4yNulAQKv1jt3LkzUlJSqlRYs+LyUH9/f8TExJS47KZNm1CvXj2sWLFCoqdxnTp1xD1Xio4jvnXrVqioqCAgIEDq2Gtqasr9zC6p3CVLeW+/LBRV5izP+6MkTZs2xZQpUyR+E4UQLFqmTUpKwp07d+Dg4CBRUa6kpIT58+eX+LV1VVZS2dPExERqv5SUlDBmzBgAkFlmKY6Tk5PMyrjhw4ejTp06Ur0vo6Oj8fjxYwwbNqzE3v9Vgbzl96SkJKSlpcHR0VHiWgKA//3vfyVeS+PHj5cot2hqasLV1RUFBQW4ePFiueyPPPfEx+6Honwo3xX50DunkZERHB0dkZiYiNu3b4t/f/fuHUJCQtCoUSM4ODiIf9+6dSsAYNmyZVLvrqqqqhK9yUS8vLzEjZJA4bifTk5OyMzMREpKSon7ee7cOVy4cAE2NjYyPxAq2pOzOnj/vA0YMACLFi2CgYEBFi1aBKDwQ6F9+/ahQYMGUnlG3759YWdnh9u3byM5ORlAYePi9u3boa2tDX9/f6nrUUdHB/Xr15dKS3Z2Ntzd3RESEoI5c+bgp59+qvaNkkDZ8+rSPheSk5PFkRCKNoIBhY3vurq62Lt3r9S4ZR8qx9J/5Lm2//rrL5w6dQrDhg2TOh+ffPIJPDw8cOXKlVoX0lV0H7z/0UhxZRV564VE5dP388KWLVti6NChUuuJiIjAq1evMGLECHGjJAAoKytj4cKFUFVVFTcKFVWvXj34+vpKPKPc3d2hqqoqs162unv/vOno6Mh8TnTv3h0tW7Ystpw6cuTIDzZKHjlyBAMHDoSuri6io6NrXKMkUHi9+/n5QSgUYt26dfjqq69gbm6ODh06wMvLC7du3Sr1un777Tfk5eVh+fLlUuWgqVOnisOIf+z8Nc3H1v17enqKh58pSvQxlzwfjZf2nSI0NBRAYR5eNLpNo0aNJOr3Kgt7TFZDCQkJ8Pf3l/q96NdzlpaWxX6l+fTpU6xatQoxMTFIS0uTij/8+PFj8f+7uroiPDwc9vb2+Prrr9G9e3fY2NiIQ3eIuLi4IDAwECNGjICLiwvs7OxgY2MjM/OvyXr37l3sw7ekOPEaGhoyM9azZ88CKHx5lRVjPScnB8+fP8fz58+lzklN0K1bN0RFRSE+Ph5dunQRjy8papgU9aqMj4/H0KFDcenSJWRkZKBnz57i6//SpUtYs2YNkpOT8eTJE6mGyOfPn0tUKhTn/PnzyM/PR25urswvY0SVHikpKXB0dJSY1qlTp4/a/+rm/ev/xYsXSE5OxuzZs+Ho6IhDhw59VJiZlJQU5OTkoEOHDlBXV5eYpqSkhC+++OKDFUDViUAgwPTp0+Hr64u1a9fK/KJNNB5M165dpcYTUFZWho2NDW7cuIG///4bxsbGEtNLuh7Nzc2lQvGJ7o/WrVtLbUs0rWi+ARQOtB4QEIATJ07g0aNHUmM8PX78WGZYlqpGVOAEADU1NRgYGODrr7/GtGnT0Lp1a1y6dAl169aVeUxFeXJxY/eIODo6YtGiRfjhhx9w/Phx9O7dG926dZNq3C3LOS/am1VEVOmZkZEBLS2tEtNYUUrKQ0uSnZ2NK1euwMjICKtXr5aanpeXBwDi58Tr169x/fp1mJubo3nz5mVKs0hJ5a73KWL7ilKWMmd53B+l0aZNG6lK56LXt4joAwobGxupdZiamqJJkybV5qOJokq6b3Jzc7Fp0yaEhYUhJSUFr1+/lhi39v1nd0mKyzv09PQwYMAA7Nu3Dzdu3ICFhQUA2b3Sqip5y++ia+n9xjwAMDY2hrGxsXgsyPd96HlcHuS9Jz5mPxTlQ/musrJyqd85PT098ccffyAoKAi+vr4ACiuPnz59ipkzZ0pEJDh37hzU1dUlQpp9SFnOpeijy169epV6e1VZ0fMmYmhoiMjISPFYiDdu3MDbt29ha2srVdYECvOFP//8E3///be4TJOZmYmePXuWOqzw27dvMXDgQJw7dw6rVq2Cp6dnmfetOihNXl3a58KlS5cAQOa9UL9+fXTo0AFxcXFISUlB69atS12Opf/Ic22L6oOePn0qsw5CVLZNSUmpUWE/P1ZJ77ny1AtdvnwZ9erVQ7t27aTW07lzZ2zbtk1q3YDs+8bExARmZma4efMmMjMzJd67mjdvLvWBhehjmPIqE1R18fHxCAwMxLlz5/D8+XPxexuAYt+tPlS/Jgrp27p1a+zduxf6+vrlmuaqZNKkSRg5ciRiY2Nx6tQpXLx4EWfPnsXmzZuxY8cO/Prrr6WKXCJ61sTFxeH48eNS09XU1CTq3OSdv6b52HoLBwcHNG7cGL///jvmzJkDFRUV5ObmIjQ0FMbGxh+MtlhUacuhJZX3O3fuLOcelD82TFZR+vr6uH79Oh49eiR+wReZM2eOuKJaFM5T1vKyvHz5EnZ2drh//z66dOmCHj16QEdHByoqKvj7778REREhUYE8aNAg7Nq1C+vXr8evv/6KzZs3Q0lJCba2tvDz8xPHsf7888/xxx9/ICAgAHv37sWuXbsAFIbc8fX1rRLdg6syPT09mYMVv3z5EgCk4kO/Lysrq0Y2TIpephISEuDl5YWEhARoaGiIG7eUlZUlxpkU/Vd0vZ06dQpffvklAMDOzg4DBw5EvXr1oKSkhMOHD+Py5ctSDSbFEZ2L5ORk8Ze8smRlZUn9Jusr69qgQYMGcHJyQt26dTFo0CD4+flJhEgpLVGPruLGU6mJx3fcuHHYvHkz1q9fL+7ZUpTomBT3rBeFf5DVG66k4yWrgUr0lWhJ04q+2N2+fRu9evVCZmYmbG1t4ejoCC0tLSgrKyMhIQGJiYmlvu8q24cKnJmZmcX2aijpHBTVtGlTHD16FMuWLcPRo0fFg6FbWFhg7ty5GDRokMR6PuacF+0tKSI6d/n5+SWmrzpIT0+HUCjEw4cPZVbMiYiez69evQIgu9fBx5LnhVcR2y8LRZU5y+P+KA1ZzyZRg0PR61t03EvKS6pjw2RJPDw8xGPPisY7UlVVRUZGBjZs2CDXs7ika3zUqFHYt28fgoKC4Ofnh0ePHiEmJgZdu3YtUxj3qqo05ZLiGvRKykvL63lc2nuiLPuhKB/Kd+V55+zVqxeaNm2K4OBg/O9//4Oqqip27NgBJSUlcU8xkVevXsHIyEiunnVlOZdVLR8oq6Ln7dmzZwgODsaCBQswbNgwxMbGon79+nKXYz7mGL1+/RqXLl1CgwYNatQ4YkDZ82p5nwulPU+lLcfSf+S5tkV1ENHR0YiOji52Pll1EDXZo0ePAECqDqy461beeqGSyrCy3qVLc9/Iapgs7uNQFRWVGvGO9r73z9uBAwfg6emJ+vXro1evXjA1NYWmpiaUlJTEY9LK8qH3rtOnTyMvLw/W1tY1ulFSREtLC4MGDRI/bzMyMrB48WJs2bIFkydPhr29/Qc/oBU9a1asWFGqbco7PxVSUVHBN998A39/fxw9ehSOjo74448/8OLFC3z33XcKKYdmZmZCWVlZZptBVahLZcNkFdW5c2ckJCQgPj7+o0IgymrkAgrHY7t//z7mzZsHLy8viWmrVq1CRESE1DLOzs5wdnZGZmYmTp06hfDwcOzYsQODBw/G6dOnxV952djYwMbGBm/evMHZs2cRFRWFrVu3ws3NDUlJSfxqrgTFnS/Rg+bkyZO18gu4Nm3aQCAQ4PTp08jNzUV8fLw4RKtIt27dEB0djbt370qMLwkAK1euRE5ODiIjI6W+Djl79qxU+MmSiM7FpEmT4OfnJ9d+FHd+awvRF21Fw5EoKSkVW9h+9eqVREOK6Ng/e/ZM5vyi0EY1iaamJmbPno3JkyfD398fbm5uEtNFx+Tp06cylxcdE1mFFUVfj7/88gvS09OxceNGqXRPnz4diYmJCt1+RdLS0vrgdVma3oitWrVCUFAQ3r17h4sXL+Lo0aPYuHEjPD090ahRI3Tp0qVM57ymE+1z+/btSxWaUvR8Eb0clwd57itFbL8sFFXmlPf+EL2IycobRJV4ZSE67rUlLzl//jyioqLQu3dv7N69WyIU2ZkzZ7Bhwwa51lfSNW5rawsLCwuEhITAx8cHu3btQn5+fpUaw7Y81ZRySXXdj9K+cyopKWHUqFFYuHAhIiMjxT29evToIfVeqqOjg3///RcFBQUVEvZTR0cHQNXJB8qTnp4eJk+ejIyMDKxYsQJ+fn5YtmyZ3OWYjzlGenp6WL16NYYPH47+/fsjPDy8xgz5UNa8urQ+prxZmnIs/Ueea1t0nJcvX46xY8cqNF3Viajep2PHjhK/F1dWkbdeSEtLC8+fP5e5Lll5I9/TSuf987Zs2TJoaGjg2LFjUlFkShqy6kPvXT4+PoiMjMSGDRugqqoqd/1ddScaFig6OhppaWm4cuWKzN51RYmuzbS0tFJdp/LOT//x8PDAihUrsH37djg6OiIoKAjKysoYMWKEQranpaWFgoICPH/+XOpjxKpQ1q/+wfZrqGHDhkFZWRnbt28vNkP8GKJwoLK6ciclJZW4rJaWFuzt7fHzzz/D3d0d//77rzgMTVGampqwtbXFkiVLMGPGDLx58wZ//vln+exALSPqGViaMSprImVlZXTt2hVv3rxBZGQkrl+/LhUeQzTO5PHjx5GUlCQOMQMUXu+6urpShc/s7Gz89ddfUtsr6Svnjh07QklJqdaei7JIT08HAInwcQKBAA8fPpSa9+7du1JhS1q0aAF1dXVcvHhRqneHUCissefE3d0dn332GbZv3y4xPhIA8RgJJ0+elDiuQOExOXnypMR8Fam4fEYoFOLUqVMVnh5Fatu2LbKzs2XmhaIXL3nOgZqaGqysrDB37lz4+/tDKBSKv46uyue8smlpaeHTTz/FjRs3xM+bktSvXx8tW7bE3bt3SzX2Rnn3ZpJ3+4qmqDKnvPeH6EM3WXmDKERWWYjG/BHdK0Xdu3cPDx48KPM2qhLRs7hv375S41d9qMz/MUaOHIlnz57h8OHD2LlzJwQCgbh3Qk0jupZkRdB48OCBzLF+5VURvdorYj8UqTTvnMOHD4eamhp27NiBnTt3oqCgQGaDeadOnZCTkyN+Nima6KO9uLi4CtleZZg5cyaMjIywdetW3L17FxYWFtDQ0MD58+eRnZ0tNf/7+UKLFi2gra2N8+fPlypvF+nduzeCg4ORkZGBAQMG1JhQcorKq98niogl617IysrChQsXoKmpKbPBt6RyLFCzonWUhTzXdm2vD5Ll5s2bOHDgANTV1dG/f/9SLSNvvZClpSWysrJklj9Pnz4t9VtJ9839+/eRmpoKMzOzWt2AI+u8paamwsLCQqpR8vHjx7hz585Hb0tdXR07d+6Eg4MD1q1bh3nz5pUl6dWSkpIS6tWrJ/GbiooKCgoKZM4vetaIQrR+iLzz03+aNGmCvn374ujRozh16pQ4DLqJiYlCtldSeV/W86yisWGyivrkk08wdepUPH36FIMHD5aqlBaRN+646EJ//4Lcs2cPjhw5IjV/YmKizIKj6EsgUc+106dP4+3btx+cj+QzfPhwaGlpYfHixbh69arU9Ozs7BpfSBX1fhSF53u/YbJdu3bQ0tLChg0b8OrVK1hbW4vD0piYmCA9PV3i2OXn52P+/Pkyvw4XDbwtq3LS0NAQLi4uOHXqFNasWSPVMAAUZsqyXrRru/Xr1wOQHNerY8eOuHfvnkThPTc3V2ahUV1dHQMHDsS///6LwMBAiWnBwcG4ceOGglJeuVRUVDB//ny8e/cOy5Ytk5hmYmICW1tbXL16VWrg7G3btuH69evo3r271FiDFaG4fGbVqlW4cuVKhadHkYYNGwYAWLhwoUQ42/v372P9+vVQVVXFkCFDSlzHxYsXZfYGez//rMrnvCoYN24csrOzMXXqVJnhrO7cuSMRknDMmDHIz8/HzJkzpcbafvv2rTg8DfBf3lCelfTybF/RFFXmlPf+EH09HRISIvHSfPr0aezZs0eubctibW2Npk2bIjo6WqJhTigUYvHixTWuorS4Z/HVq1cREBBQ7ttzd3eHhoYG5s6dizt37sDNzQ0aGhrlvp2qwNraGsbGxoiKipJ6oV+yZEm5XEsllUnLS0XsR3mT953TwMAAzs7OiImJwa+//oqGDRvC2dlZanlR2PzZs2dLPX/z8vLK/Yvyjh07omPHjjh58iS2b98uNV3WBxrVjaamJqZOnYp3797hp59+Qp06deDq6ornz59LPYNiYmIQGxsLc3Nzce86VVVVjBo1Cq9evYK3t7fU9ZiRkYHXr1/L3LadnR1CQkKQkZGB/v3714h3BUXl1e/r0qULmjVrhqNHj0pFoVixYgVevHgBV1dXcVjA0pZjAcWUp6ojea7tTp064fPPP8fevXtl9iArKCiosA8qqoLk5GR89dVXyMnJwbRp02SOLyyLvPVCovLpkiVLJMqkN27cQHBwsNT8Tk5O0NbWxq5duyS2IRQK4evri7y8PLi7u5d6P2ua4s6biYkJUlNTJfLYt2/fYsaMGVJjgMpLXV0dO3bsgIODA9avXy8Od12T/PbbbxJRyYr6448/cP36dejo6OCzzz4DUPgMfv78ucxy1OjRo6GqqopZs2bJDKGbnp4u0Ygv7/wkydPTE3l5eRg1ahSEQiE8PDwUti3R82z58uUS9Q5PnjyRO4KOIjCUaxU2f/585ObmYv369bCysoKNjQ0sLS1Rt25dPH36FP/88w/OnTuH+vXrl7qHhJubG1avXo1Zs2YhPj4eJiYmuHz5Mo4fP44BAwYgPDxcYn5vb288fvwYXbp0gampKZSUlJCcnIxz587ByspK/MXR6tWrkZCQIK700dDQwF9//YXjx4/DzMys1F8ykSQ9PT1s2bIFo0aNQrdu3WBvb48WLVogJycH9+7dw8mTJ/HFF1981KC71YWoYfLKlSvQ0NCAlZWVxHQVFRV07twZMTExEvMDwNixYxEXFwdHR0e4uLhAXV0dCQkJePToEbp16yZViP/iiy+gqamJwMBApKeni7u5i8Ier1y5EikpKfDx8UFISAi++OIL6Ojo4MGDB7hw4QJu3bqF69evo27dugo7HlXZ7du3sXTpUvG/X758iVOnTuGvv/6CQCCAr6+veNrEiRMRFxeHIUOGwNXVFZqamjh27Bh0dHTEg84X5ePjg2PHjsHX1xeJiYlo27YtUlJSEB0dDXt7e8TExFRI6K2K5uTkBGtra5m9WwICAuDo6IipU6ciKioKLVu2xNWrVxEZGQk9PT2FVDyXhqenJ3bt2gUPDw8MGjQIDRo0wNmzZ/HXX3/BwcGhxPFRqpuhQ4ciPDwcERER6Nq1KxwcHJCdnY2wsDC8fPkSfn5+HwxjHhISgm3btsHGxgbNmjWDlpYWrl27hqNHj0JXVxfDhw8Xz1tVz3l5ef8Z8r7p06cX29Dh6emJM2fOIDg4GKdOnUKPHj1gZGSEf//9FykpKTh79iy2bNmCpk2bAih8mUpMTMT+/fvRqVMn9OvXD1paWrh//z5iY2Oxdu1acdmle/fuOHjwIDw8PNCnTx+oq6vD0tIS/fr1++h9lWf7FUERZU557w8rKyt06dIFJ06cQJ8+fWBjY4O0tDRERESIx98oC2VlZfz888/4+uuvMWjQILi4uMDIyAgnTpzAkydP0Lp1a/zzzz9l2kZV0qlTJ3Tq1An79+/H48ePYWVlhfv37yMyMhJ9+/bFwYMHy3V7urq6GDhwIEJDQwGgxoZxBQrLnqtWrcKwYcPw5ZdfwsXFBY0aNUJiYiIePnwIS0vLMl9LFhYWMDIyQlhYGNTV1dG4cWMoKSlh7Nix4jCA1WE/ytvHvHN6enriwIED+PfffzFp0iSZ4yz17dsXkydPxtq1a9GxY0f0798f+vr6ePjwIU6cOIFJkyZhwoQJ5bovmzdvRv/+/TF16lTxe8Xbt29x7do1XLp0SdzruTobNWoUfv75Z4SEhGDmzJlYuHAhEhMTsWLFCpw+fRqff/457t27hwMHDqBu3bpYv369RHl+7ty5OHPmDEJDQ3H27FnY29tDXV0dd+7cQWxsLCIjI8U9ld7Xo0cPhISEYNiwYRgwYAAOHTqETz/9tKJ2XSEUkVe/T1lZGb/88gtcXV3F+aWJiQlOnz6NhIQENGvWTOKdTp5yrCLKU9WVPNf2li1bMGDAAHz77bcIDAxEu3btoKGhgfv37+PMmTN49uwZnjx5Usl7VL6KvhO8e/cOT58+xblz53DlyhWoqKjghx9+wOzZs0u9PnnrhYYPH46QkBBER0fD1tYWffr0wcuXLxEWFoaePXsiKipK4lmlra2NNWvWYPTo0bC3t4eLiwv09PRw7NgxXLx4EZ06dcKUKVPK5+BUYfKet7Fjx2LWrFno3r07vvzyS+Tn5+PPP/+EUCiEpaWlXEMvyVKnTh3s2LEDI0eORGBgIIRCodQH39XZ0aNHMX36dJibm6Nz584wMjIS9/RNSkqCsrIyVq5cKf5ApHv37rhw4QIGDx4Ma2tr1KlTBzY2NujatStatWqFlStXYsaMGbCyskKfPn3QrFkzvH79Gnfu3EFiYiLc3d2xatUqAJB7fpJkb28PExMTpKWlwdDQUKH5YM+ePfH1119jz549sLGxgbOzM3JycnDgwAF06tRJ6nlW0dgwWYUpKytjyZIlGDJkCH777TecPHkSFy5cQE5ODnR1ddGyZUssXrwYQ4cOLfWAvk2aNMHhw4exYMECHDt2DPn5+Wjbti3279+P+/fvSzVMzpgxA+Hh4bh48SLi4uKgqqoKU1NTLFy4EKNHjxaH4xg9ejS0tbVx7tw5cZg5Y2NjzJw5ExMmTJAYL47k4+DggBMnTmDNmjU4duwY/vzzT9StWxeNGzeGu7u71BhuNU2rVq3QsGFDPH/+XGp8SZGuXbvKbJh0dHTE9u3bERAQgN27d0NTUxPdu3fHrl27xD0wi9LV1cX27duxbNkyBAUFib8mETVM6urq4siRI9i8eTPCwsKwZ88eFBQUwMDAAJaWlvDy8pI5oHBtkZqaKnFcRRVpo0ePxrRp0yRCE/Tq1Qvbtm2Dv78/QkNDxRWaPj4+UiFWAMDY2BhHjhyBr68v4uLikJiYiHbt2iEsLAwHDhwAUHPHbPD19YWDg4PU7y1atMCff/4Jf39/xMbG4siRI9DT08Pw4cPh7e0NU1PTSkgtxOdlyZIl+OOPP6CsrIzOnTsjKioKkZGRNaphUklJCUFBQQgMDERwcDA2bdqEOnXqoG3btpg4caLMsOnvGzx4MHJycnDq1CmcO3cOubm5aNy4Mb799ltMmTJF4r6pque8vLz/DHnf999/X2zDpJKSEgIDA9G3b19s374d0dHRyMrKgr6+PszNzbF48WL07NlTYv5ff/0VdnZ22LFjB0JCQiAUCmFkZAQXFxeJcThGjhyJe/fuYd++fVi9ejXy8vIwbNiwMr1AyLP9iqCIMufH3B+///475s6di+joaFy5cgWWlpYICQnBo0ePytwwCRS+mB08eBB+fn44ePAgNDQ00KNHD2zbtg3jx48v8/qrEhUVFYSGhsLX1xexsbG4cOGC+F6wt7cv94ZJoLDXZGhoKKysrGr82Oh9+vRBWFgYli5digMHDoivpV9//RVDhgwpc5lERUUFO3bswIIFC7Bv3z5kZmYCKPzqubwaJgHF70d5+5h3TlE0gfv375f4RfrixYthZWWFzZs34+DBg8jJyYGhoSFsbW1hZ2dX7vvSvHlzHD9+HAEBAYiKikJgYCDq1auH5s2b44cffij37VUGDQ0NTJ8+HbNmzcKyZcuwceNGxMbGYvny5YiIiEBSUhK0tbXh7OwMb29vqeeGhoYGDhw4gE2bNmH37t0ICgqCiooKjI2N4enp+cFyT48ePRAaGoqhQ4eKGydbtmypyF1WKEXk1bJYW1vj6NGjWL58OeLi4vDq1Ss0atQI48ePl3rflaccq4jyVHUlz7VtZmaG+Ph4rFu3DhEREdi1axdUVFRgaGgIGxubGhk2veg7gaamJnR0dNCiRQt4eXnB3d0dzZo1k2t98tYLqaioYM+ePVi6dCn27duHwMBANGvWDH5+fhAIBIiKipLKHwcNGgQDAwOsWrUK4eHhePPmDUxNTeHl5YVp06bV2CgSRcl73r777juoqalh06ZNCAoKgo6ODvr27YsFCxaU2wduderUQVBQEEaNGoUNGzZAKBSW+L5ZnSxcuBBdunTBn3/+iZMnT4o/UDAyMsKwYcMwbtw4iXdKLy8vpKeni6PH5Ofnw9vbWzw81siRI9GmTRusX78eJ0+eRFRUFLS1tWFsbIwJEyaIo+GIyDs//UdZWRlubm5YsWIF3N3dxVH/FCUwMBAWFhbYuXMnNm3ahMaNG+P7779Hjx49ZD7PKpJSenq6dDxCIiKiasLR0RGnT5/GvXv3UL9+/cpODhERUa20du1azJ8/H2vXrsU333xT2cmpFJmZmbCwsECrVq0QGxtb2cn5aDVlP4DCsaosLS1hZWWFyMjIyk4OERFVY35+flixYgX27NmDPn36VHZyiKiacnNzw5EjR3Du3DmYm5tXShqCgoIwZcoUrFy5EqNHj66UNNS8uHdERFQjPX78WOq30NBQJCcno2fPnmyUJCIiqiRv377Fpk2bIBAI4OrqWtnJUbisrCxxL0aR/Px8+Pj44M2bNzLHMayKasp+lCQwMBB5eXmVVuFCRETVj6y6h2vXrmHjxo3Q0dFBt27dKiFVRFQTXLt2DUeOHIGdnV2FNEo+efIEQqFkv8SHDx/ip59+goqKiswIbRWFoVyJiKhasLa2Rtu2bfHpp59CRUUFf//9NxISEqClpYXFixdXdvKIiIhqnaSkJCQmJiI2NhZpaWlYsGBBrRhr+9atW+jXrx969eoFMzMzvH79GklJSbh27Ro+++wzjBs3rrKTWCo1ZT/el5GRgV9//RVpaWkICgpCy5Yt4eLiUtnJIiKiamLGjBm4d+8eOnXqBIFAgNTUVERFReHdu3dYu3YtNDU1KzuJRFTN7NmzBykpKQgJCQEAeHt7V8h2V61ahSNHjsDa2hr6+vq4f/8+oqOjkZmZidmzZ8PY2LhC0iELQ7kSEVG1sHjxYkRGRuL+/fvIzs6Gnp4ebG1t4eXlBQsLi8pOHhERUa2zdOlS+Pv7o2HDhnBzc8OiRYsUPk5KVfDs2TP4+PggMTERT58+RV5eHoyNjeHs7IyZM2dCIBBUdhJLpabsx/vu3r2Ldu3aQUNDA59//jlWrVqFFi1aVHayiIiomti9ezd+++03XL9+Ha9evUK9evXQsWNHTJo0Cb17967s5BFRNeTs7IykpCSYmJjAy8sLI0aMqJDtxsTEYP369bh8+TLS09OhoaGB1q1bY/To0fj6668rJA3FYcMkERERERERERERERERESkcx5gkIiIiIiIiIiIiIiIiIoVjwyQRERERERERERERERERKRwbJomIiIiIiIiIiIiIiIhI4dgwSUREREREREREREREREQKx4ZJIiIiIiIiIiIiIiIiIlI4NkwSERERERERERERERERkcKpVnYCiIiIiIiIqOoTCAQftdySJUswb948qKmpITY2Fm3bti123ocPH8La2hoZGRlYsmQJJk6cWOy21dTU0KBBA7Rt2xZubm5wdXWFkpLSR6W5a9euOHz4cKn36e7duzh+/DguXryICxcu4J9//kFubq7c6yEiIiIiIqpt2DBJREREREREH9SlSxeZvycnJwMAmjdvDn19fanpFhYWGDJkCHbv3o3x48fj2LFjqFOnjsx1TZ06FRkZGbCxscGECROkprdq1Qra2toAgKysLNy+fRtHjx7F0aNHERYWhqCgIKiqSr/mFl1OllatWhU7TZbAwEBs2LBBrmWIiIiIiIiIDZNERERERERUClFRUTJ/F/VKnDFjBoYPHy5zHisrK8THx+PKlStYunQpFixYIDVPUFAQjh49ivr16+OXX36R6v0IAP7+/rC1tRX/OycnBytXrsTy5csRERGBjRs3intZlrRcWTVs2BB9+/ZFu3bt0KFDB5w8eRLr1q0rt/UTERERERHVVBxjkoiIiIiIiBRKIBDg559/BgCsWbMGZ86ckZh+7949zJs3DwCwaNEimJmZlWq96urqmDt3Luzt7QEAoaGh5ZfoEnh5eWH37t2YN28enJyc0LBhwwrZLhERERERUXXHhkkiIiIiIiJSuL59++Kbb75Bfn4+vv/+e7x58wYAIBQKMWnSJGRmZsLOzg7ffvut3Ovu0aMHAODmzZvlmmYiIiIiIiIqX2yYJCIiIiIiogqxZMkSmJiY4ObNm/D19QUAbNmyBSdOnIC2tjbWrl37UesVCoXlmEoiIiIiIiJSFDZMEhERERERUYXQ1tbGunXroKSkhE2bNiEoKEjcQLl06VIYGxt/1HpPnDgBAGjevHl5JZWIiIiIiIgUgA2TREREREREVGF69OiBMWPGQCgUYsqUKcjKyoKDgwOGDx8u97pyc3Px448/IiYmBgAwdOhQmfMNGDAAAoGg2L9ffvmlTPtEREREREREpaNa2QkgIiIiIiKi2sXX1xcxMTFITU2FQCDAzz//XKrlvL29oa2tDQDIyspCamoqXr9+DQBwcnLCuHHjZC7XqlUr8XKyNG7cWM49ICIiIiIioo/BhkkiIiIiIiKqUPXq1UOXLl2QmpqK1q1bo1GjRqVa7sqVK+L/V1VVRYMGDdClSxe4ublh8ODBUFJSkrmcv78/bG1tyyXtRERERERE9PHYMElERERERETVQnh4OBsYiYiIiIiIqjGOMUlERERERERERERERERECseGSSIiIiIiIiIiIiIiIiJSODZMEhEREREREREREREREZHCsWGSiIiIiIiIiIiIiIiIiBROtbITQERERERERKRI3t7e0NbWLnGeqKioUq8vOTkZ7u7u4n+/ffsWAHDq1CmYm5uLf3d1dcVPP/0kZ2qJiIiIiIhqLjZMEhERERERUY125cqVcl3fu3fv8OLFC6nf8/LyJH5//fp1uW6XiIiIiIioulNKT08XVnYiiIiIiIiIiIiIiIiIiKhm4xiTRERERERERERERERERKRwbJgkIiIiIiIiIiIiIiIiIoVjwyQRERERERERERERERERKRwbJomIiIiIiIiIiIiIiIhI4dgwSUREREREREREREREREQKx4ZJIiIiIiIiIiIiIiIiIlI4NkwSERERERERERERERERkcKxYZKIiIiIiIiIiIiIiIiIFI4Nk0RERERERERERERERESkcGyYJCIiIiIiIiIiIiIiIiKFY8MkERERERERERERERERESkcGyaJiIiIiIiIiIiIiIiISOHYMElERERERERERERERERECvd/XKqeNyTZSYEAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize = (20,10))\n",
    "plt.title('Attack by Type1')\n",
    "sns.violinplot(x = \"TYPE 1\", y = \"ATTACK\",data = df)\n",
    "plt.ylim(0,200)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "top_types=df['TYPE 1'].value_counts()[:10] #take the top 10 Types\n",
    "# top_types\n",
    "df1=df[df['TYPE 1'].isin(top_types.index)] #take the pokemons of the type with highest numbers, top 10\n",
    "# df1\n",
    "sns.swarmplot(x='TYPE 1',y='TOTAL',data=df1,hue='TYPE 2') # this plot shows the points belonging to ind\n",
    "# It is distributed by Type\n",
    "plt.axhline(df1['TOTAL'].mean(),color='red',linestyle='dashed')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TOTAL</th>\n",
       "      <th>HP</th>\n",
       "      <th>ATTACK</th>\n",
       "      <th>DEFENSE</th>\n",
       "      <th>SP. ATK</th>\n",
       "      <th>SP. DEF</th>\n",
       "      <th>SPEED</th>\n",
       "      <th>GENERATION</th>\n",
       "      <th>LEGENDARY</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>TOTAL</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.618748</td>\n",
       "      <td>0.736211</td>\n",
       "      <td>0.612787</td>\n",
       "      <td>0.747250</td>\n",
       "      <td>0.717609</td>\n",
       "      <td>0.575943</td>\n",
       "      <td>0.048384</td>\n",
       "      <td>0.501758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HP</th>\n",
       "      <td>0.618748</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.422386</td>\n",
       "      <td>0.239622</td>\n",
       "      <td>0.362380</td>\n",
       "      <td>0.378718</td>\n",
       "      <td>0.175952</td>\n",
       "      <td>0.058683</td>\n",
       "      <td>0.273620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ATTACK</th>\n",
       "      <td>0.736211</td>\n",
       "      <td>0.422386</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.438687</td>\n",
       "      <td>0.396362</td>\n",
       "      <td>0.263990</td>\n",
       "      <td>0.381240</td>\n",
       "      <td>0.051451</td>\n",
       "      <td>0.345408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEFENSE</th>\n",
       "      <td>0.612787</td>\n",
       "      <td>0.239622</td>\n",
       "      <td>0.438687</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.223549</td>\n",
       "      <td>0.510747</td>\n",
       "      <td>0.015227</td>\n",
       "      <td>0.042419</td>\n",
       "      <td>0.246377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SP. ATK</th>\n",
       "      <td>0.747250</td>\n",
       "      <td>0.362380</td>\n",
       "      <td>0.396362</td>\n",
       "      <td>0.223549</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.506121</td>\n",
       "      <td>0.473018</td>\n",
       "      <td>0.036437</td>\n",
       "      <td>0.448907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SP. DEF</th>\n",
       "      <td>0.717609</td>\n",
       "      <td>0.378718</td>\n",
       "      <td>0.263990</td>\n",
       "      <td>0.510747</td>\n",
       "      <td>0.506121</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.259133</td>\n",
       "      <td>0.028486</td>\n",
       "      <td>0.363937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SPEED</th>\n",
       "      <td>0.575943</td>\n",
       "      <td>0.175952</td>\n",
       "      <td>0.381240</td>\n",
       "      <td>0.015227</td>\n",
       "      <td>0.473018</td>\n",
       "      <td>0.259133</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.023121</td>\n",
       "      <td>0.326715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GENERATION</th>\n",
       "      <td>0.048384</td>\n",
       "      <td>0.058683</td>\n",
       "      <td>0.051451</td>\n",
       "      <td>0.042419</td>\n",
       "      <td>0.036437</td>\n",
       "      <td>0.028486</td>\n",
       "      <td>-0.023121</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.079794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LEGENDARY</th>\n",
       "      <td>0.501758</td>\n",
       "      <td>0.273620</td>\n",
       "      <td>0.345408</td>\n",
       "      <td>0.246377</td>\n",
       "      <td>0.448907</td>\n",
       "      <td>0.363937</td>\n",
       "      <td>0.326715</td>\n",
       "      <td>0.079794</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               TOTAL        HP    ATTACK   DEFENSE   SP. ATK   SP. DEF  \\\n",
       "TOTAL       1.000000  0.618748  0.736211  0.612787  0.747250  0.717609   \n",
       "HP          0.618748  1.000000  0.422386  0.239622  0.362380  0.378718   \n",
       "ATTACK      0.736211  0.422386  1.000000  0.438687  0.396362  0.263990   \n",
       "DEFENSE     0.612787  0.239622  0.438687  1.000000  0.223549  0.510747   \n",
       "SP. ATK     0.747250  0.362380  0.396362  0.223549  1.000000  0.506121   \n",
       "SP. DEF     0.717609  0.378718  0.263990  0.510747  0.506121  1.000000   \n",
       "SPEED       0.575943  0.175952  0.381240  0.015227  0.473018  0.259133   \n",
       "GENERATION  0.048384  0.058683  0.051451  0.042419  0.036437  0.028486   \n",
       "LEGENDARY   0.501758  0.273620  0.345408  0.246377  0.448907  0.363937   \n",
       "\n",
       "               SPEED  GENERATION  LEGENDARY  \n",
       "TOTAL       0.575943    0.048384   0.501758  \n",
       "HP          0.175952    0.058683   0.273620  \n",
       "ATTACK      0.381240    0.051451   0.345408  \n",
       "DEFENSE     0.015227    0.042419   0.246377  \n",
       "SP. ATK     0.473018    0.036437   0.448907  \n",
       "SP. DEF     0.259133    0.028486   0.363937  \n",
       "SPEED       1.000000   -0.023121   0.326715  \n",
       "GENERATION -0.023121    1.000000   0.079794  \n",
       "LEGENDARY   0.326715    0.079794   1.000000  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_numeric = df.drop(['TYPE 1','TYPE 2'],axis=1)\n",
    "df_numeric.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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HgP5Y9t3/HJ54FoXagbTNuWcJioOsdrZzW1ZQCxntbGlGO+uUh3bWLaOdzclbOwPQHQrFFJt7F7/iSFmxBsqSPhjOhGYFtQCka9GFbkCh1qCq3bLA5We2U/2JPQ9b1WJDFVgbZSlf9CdC7gW1YL4/d60y35/12xa4fE3DDgDoj1j+aNYf3WUV1AIYTu7DGH0TZRl/cHEv8HELk2PDBqjLlyPl720WmVZTcjJJ8xaicHDA5eknHvlxVWV9UahUpJ84ZRHUAqTuNXcZV+Zz6FZhaNmmKYFBFVi9fENWUAuQmJDEj9/8iqOjA/0H9cq1nKHP9QNg6iffWiyf/8dSwq5ep3e/bjg5Odrc95ufpnD71h2++uynbMsv6eWJh4c7589esghqAbZt2Y3RaMSrdMlc61kU3FsE4xhQlti1uy0yrcbEFG5NX47SUYNX3w5FWEPxXySBbSFatGgRRqOR4cOHU6ZM9uN+3n33XQAWLlz4UMfbtm0bN2/epE+fPjg4ODBw4EASExNZvXr1Q5Urihd17foA6I5aj9VLP2JepqldN9dyHFt1wGQ0kr5vF8py/jh164NTn8FomrQAdf46c5gyM0cG6yClOFBWrAmA4cpJq3WGy+bu06oKBcugKstXQeldDsPNK9l291RVqY+mbhvS/poHKQkFOs7jpq7ziNpZ64x2FpLRzrr3wanvYDRN89/O7IGqQnUADGHWY8IMV83tT+VfrUBlK8tVRlm6HIbIq5juhNvcRuHogqpuW9TNuqKu1w5F6fIFOtbjpAysBYDhsvVYTsOlYwCoAmoWrGz/qijLlMcQcckyaM5N5meajQcvxYFjA/O9l3bgsNW61FDz/elQP/f7M5OmamXcBvfH7ZlBOHdsh9LDw+Z2hvAbmNLTcQiujcLFsqu8U6vm5jodPpLn4xaWFq0aA7Brxz6rdTu3m8d+Nm+Zc282R0cH6jcM5tKFKzYzu3t27sfVzYXg+rWs1j3/0lCatWzE2DcmkZqalu0x7tyOJib6LtVqVMavnK/Fuo5PtEGpVBKyK29zQDxubs3Mw+ASdx+1Wpe4+0jGNrXzXJ5zrSC8X+xFmVF98OzWCpVn8XyoVKyYjIX7Z4f+fb8qipEDB8wfRm3b5vykuWrVqpQtW5abN28SERFB+fIF+yEyf/58AAYOHJj1v59//jkLFizIsfuysC8qP3P7MNyMsFpniruLKSUFpV8ubUitRhUQiCk+DqdufXAeMgKF6l6XUEPkDRI/nYjhWvbjRbOKqlIddcUg9BfOYkpOyt/JPCbKkuasvumu9XgxU3I8pjQtCq+CZf7V9cz3t/7YTtsbOLvh0HUk+nOHMZzO2yQ4xYGqXA7tLLYA7ax7H5yH2mhnk/PWzuyFIqOtGe/a6AKanPBwbS0jW2s4vjvbbZQ+FXDsMtximeHKCdI2zIaUxAIdt7ApS5l/0JtirIMHU1LG/VmqbIHKVmdma//JexdHZblKKH0qYIi4BKkpBTpuYVP7m+89fbj1/Wm8G4sxOQV1+XJ5Ls9tYF/LMlJTSfxtHkkLFlsuT0ggfuZsSrwxCp/Fc9Du2Zc1xtaxYX2SVqwmefmqApzRoxUYVBGAq5etH2bcuR1NUmIygZUq5lhGxUB/VCoVV6/YfmCZWXZgUEUO7r8XzAcGVWDCh6P5fdZCDh+wDvoe9MG7U/hh1jT+3rvSYoxtpyfbsW7VZqZ9+kOuZRQFx0BzL8S0q9aTrOnvxGFISsExwM9qXXa8n+9h8W+jNo2o7xZx++eVD1dR8Z8igW0hun3bPOC9XLncv1zKlStHZGQkt27dKlBgGx0dzebNm6lcuTKNG5ufVAYEBNCsWTP279/PxYsXqVKlSr7LFcWPwtU8OYopxXYXc5M2GYWL9QQqFmW4eaBQqcHDA+dBz5Ey52fSdmxBoVLj+FQPnAc8i/ukz4h7ZRjo0rMvx8UV1zHvYzIYSP7j54KfVCFTOJkzC6Y0rc31pjSt7Yl6cqNxRF2jKab0VPTZzNzq2GU4CpWa9E32Nf47sw092N0wkyklOastZluG+33tbPBzpPzxM2nbt6BQZ7Szgc/i/tFnxL2cczuzJwpHZ/P/ya6tpafe2yY/NI6oqjXGlJ6G/qzt8Xa6g5sxnD+M8W4UGA0oS5dD06IHqkrBOPYdTdqCKWAy5f/YhSzr/swmiDSlabO2yRcHR9S1m5vvz5N5m6EVR2cc+75m7mXw14L8H/Mxybz3jNnenyko3XK+PwH0kZHEff0DqaGHMNy5g9LDA8eG9SnxyguUeO0lTKlpVoFq8uLlGO/cwXPCO7j1uReMpB07gXbLNjAUfabH3cMNMHc9tiUxMSlrm+x4eJgzhgkJth8IJSYmW2wH5smmvpv5GbduRfP5lO/zVNd1q/8iJjqW6bO/ZPCz9x4wnDl9nuVL1pKSXDwfrijdzfekIdF2/QxJWlTuud+3aeG3iPhwFgm7jqCLjEHt6YZbi2DKjh+G34ThGFPTiJ6z4ZHW/V+jmPYoKUrSFflfYtGiReh0uqxsbaZBgwYB5kmlhMiiNM/OqFCpSd24mtTVSzHFx2G8G4124e+kh+xE5VMWh5Y59DZwcMD9/Smo/SuiXfg7+lPHHk/dixF1rWYoHJ3Rnz0I6daBjKpmU9S1mpG+ZX6xf61PoVDc1842rCZ1VUY7i4lGu+B30vdmtLNWBR8/+V+hqtEEhaMzhvOHID3V5ja6HUsw3rwMqcmQnorx5mXSln+H4fo5VH5BqKrYftXIv5W6dgvz/XkqNNsHDZY7aHAa8i5K7/Loti3BGHam8CtZxNKPniB5+WoMETcgLR3jnWi0m/8mevR4TGlpeLwwDFSWPxXdn3+Wkh+9T+LcP4nsMYCbHZ7mzstvonBwoPT0b3Fq1aKIzqbovfLm8zRoVJd33phEqtb2ffqgQc/0YcHyWaxevoHm9Z6kkl9Dnmzbj9tR0cxdPIPnRg4q5FoXreQDp4meu4H0sEhMaenobt0ldtVOrjz7EcbUNHxHD7ZqgyKDdEW2Ii2lEGWOq71x40au22Zu4+NTsC5q8+fPR6FQWAW2vXr1wsnJicWLF6PXW8+gKexPZgYtu6yswtk122zug2UApB+0zmSkHzAvU1fOZiygxgH3iZ+hqduAlKUL0C4r3g9OMjNB2WXKFI7OmNLy/1RcXTeHbshOrjh2GY7+4tG8Z4uKkcw2lF1WVuHimm02N6uM+9vZgQK0MzuU1Ssgu7bm4JRtz4GcqIPbAKDPoRtyNjVCf9w8qZmyXOV8H/dxyLo/s8nKKhyds83m5uReN+RtedhYg9PQcaiCapO+axW63UXfnTYnmfeWMtv70wVjUsEnjtRfDSPt+EmUJUqgDrjXZdexcQM8XhxB8vLVJM1fhPFONCZtKuknThHz7geY9HpKvDmqwMd9VDIztdllZd3d3bLN5mbKzNTen5G1LMPVYrugShV5+73XmPvbYkL3WY99tqVSlUA+/+ZDtm3ZxccTv+D6tQhStamcOnGWkc++SeSNKCZ8OAZHR4c8lfc4GTMytdllZVVuztlmc/Mi9WI4yYfOoi7pgVNl/wKXI/5bJLAtRE2bNgVg166cX5R+4cIFIiMj8fPzK1A35AMHDnDhwgVMJhPBwcF4enpm/VWsWJHU1FRu3brFli1bCnQeonjJHPOosjG+UeHpZf5BY2NcpIW0VAzR5q7ytsbFZi5TONqY7dHBAfdJn+FQvzHa5X+inf9rPs/g8TPGmsc7Krx8rdYpXEuYfzjbGhOZA0VpP1T+VTFG38AYfsFqvbJEKRQu7qir1Md14gKLv8xX/biMmY7rxAUofSpY7V/UDDdyaGclH0M7s1OmjLamtDWO1tWjYG2tlB+qcpUxxtzEeMN6ZvJc66TNuPaa4nmdjTHmse+2xtEq3DLuTxvjb3Oi8C6HqkI1jHciMF4/n/PGmUFt5bqk71mDbuuifB2rKGSOrc0ca3s/pVdJlK4u6CNyf6ieE2OceaI7hdO9d247NmsCQNqRY9bb341Ffy0ctX95FM5F+57uq1cyxr/aGEfrXaY0bu6uNsff3u96WAQGg4HAINufz5llZx6rSrVKODk5MuLFIdyIPW3x51+hHE5Ojln/zgyW27RrjkajYd+eg1blp2pTOXrkJO4ebgRkU4eilDm2NnOs7f3U3p6o3FxIC7Mef5sf+rvmNqh0Kf7vfS8SRmPh/tkhCWwL0aBBg1AqlcydO5fo6Ozfv/fVV18BFHiCp8xJozp37syzzz5r9dejRw+L7YR9y+zyq6nf2GqdQwPzMt0p69lFrco5YZ7UQuUfYLUuc5nh1gOTLTmYM7UO9RujXbmIlLmz8l7xImS8dhYAVVAdq3WqSsEAGK6fzVeZma/40WXzih+TNgnd0Z02/4yJcQDoT4WgO7rzXuBRjDyydnY8o51VCLBal207s2OGcHMQpQqwng1UFVjHYpu8ethX/CjLBgHk+h7YopLZ5VdVyXoWX1XlegAY8tktOPMVP7p/duS84f1B7d616LY83NsJHpe0o+Z7z7Gp9cy+Ts3M92f60dzvz2wplTjUqApg8S5chUZjXu1p+9VuSs8SmAwGTPqiHfu3P8ScMW3b3rpbdLsOLS22yU5qahrH/jlJ5apBlPO3fujSul1zkpNSOHH0NAAR12/y57zlNv+SEpPR6/VZ/05PN88p4OBgvp6lSnvZrEPm8vS04jcHQdIB88zv7m3qW61zb2Me9pAUaj07fJ4plbgEm3uZpN+4XfByxH+KTB5ViKpUqcKoUaOYMWMGgwYNYsGCBfj63ssYGY1GvvrqK5YuXUpgYCBvvPFGvo+RlJTE6tWrcXV15Y8//sDNzbrbjdFopE6dOvz999/cunWrwN2dRfGgO34EQ+QNHNt2JHXdiqx32SpcXHHu/wwmXTpp2//K2l5R0guFqxumuzEWXZRTN63BscOTOPcbgu7Q/nvZM08vnHr0xWQwkL7vvqBNc19Qu2oJKcV4sqgHGa6exhh7C3Xt5ugP/XXvXbaOzmha9sCk16E/sTdre4WbJzg6Y0qKsz02T6lCXaclJoPeYr/7mRLukr5hts11Ts9+AO6epP/9Z7Ede6s7ltHO2mW0syv3tbMBGe1sWx7bWceMdnbwvnZW0gunnhntLCTnXi32xBh2BmPsbVQ1m6H45+9777J1cEbTrCsmvQ7Dqfu6ZWf2GEiKtzlOG6UKda0W5rZ2Kvsu7YrS5THdjbSaTERZrjKapk9jMujN43OLIcOVkxjvRqEObok+dOO91/I4OqNp29t8fx671wVb4eYJTi6YEmOzvz/rtsGk1+f4bun7g1pdyDp0xXiyqAelHT6CPuImLp07krx0Zda7bBWurrgNG4opPZ2Ujfd6aSlLeaF0c8UQfddiiICmWhV05x/oBaBU4vHqi6j9y5N2+CjGmHvvlE4/cQr698ZtUH+0O/ZYlOXSuztqnzKkHT8JOl0hnXne7N0VStjV6/Tq15XfZy3Mepetu4cbb4x9kbS0dJYvXpO1fRmf0rh7uHP71h2LLsoL5i6jYZN6TPhwDK+/OC5r+bMjBhAQWIEFc5Zmvc7n9KlzvPvWRzbr07pdc7w1pa3WH8qYNXnoc/1ZMGcpUZH3Arj2nVrRuGl9bkREZjszc1FKDDlO2rVISvZoQ/Qf67LeZat0d8HntX4Y03TErrz3YEldpiQqdxd0t2OzujEDONeuhPbUZcvClUr83huGY6AfiftOoL8d+1jOye7Y6TjYwiSBbSH75JNPSEhIYMGCBTRs2JAnnniCwMBAEhMT2b59O5cvX6ZSpUosW7YMj2zeG5eTlStXkpSUxODBg20GtQBKpZJBgwbx9ddfs2jRIkaPHp21TqfT8corr2Rb/syZM/Ndp8dp+drNHD1hflp68UoYACvWb+bQUfO7SesH16Jfjy5FVb3CYTSQ9OOXeHz8JR6f/0D67u2YtCk4tGiDyqcsyb9Nx3j7XgbM5bmXcOr4FEnfTSVt2+as5fpzp9GuWoJz74GU+PF3dAf3gUqNQ9OWKEt6kTz3F4uupq6vjcWhfmOMd2MwaVNwHjzcqmpp2zZbHLvYMBlJWz8bpyHjcRo2Cf3p/ZCeiqp6Y5Se3qT9vdAim6VpP8D83tm1s2xmyVRVG6BwLWGeNMpO3kubb0YDST98iccnX+IxLaOdpaTg0DKjnc1+oJ0NfwmnTk+R9O1U0rbe187Onka7cgnOfQZS4qeMdqa+r53N+cWqS7NT/yGoypu73mmqm98R6dx/CMZO5ns5ff9edKG2HygUOZOR9M1/4DjgbZyGTMBw9gCm9FRU1RqhLFGa9O2LMSXEZG3u0LYf6jqtSNsw2zLgzaCqXA+Fqwf684dzfF2PpsmTqCrVxRBxAVPC3axZkZWBtcAEur/nY4q7Uyin/NCMRtJWz8Jp2Ac4jfwY/cl9kK5FVbMpypJlSNs0z6Lums5D0DRoR9rK6eiPWgeuquqNULiVQH/6ACRnf386dH8RVeW6GBNjMaWlomnf32ob/dGdxfO6GYzETv2K0t9No/TM79D+vQNjSgrO7dugLutL/A8zLTKtHq+8gGvXLsROnkbKxnsPpMrMmYXu4mV0l65guBON0sMdh/p10VT0R3/rNrFTv7I4rHb7LtL69MCxfl18ls4ldc9+jElJaKpVwalRA4ypqcT/UPS/GwwGA++++RELV/zCig1zWbNyE8lJyTzdozP+FcrxycQviAi/1012wodjGDCkF2Ne/YCli1ZnLV+2aA09ej9F735dqVChHPv3HSYwsAJPde/EtbBwpk15uFfxHDl8gpXL1tOnfzd2hq5j84Zt3L4dTZWqQXR6si1Go5GJ4z59qGMUGoOR8PE/ETTvf1ReOpXYdXswJmvx7NIcB38fbkz5nfSIe4G637hhePXvyPW3v+Pu8nuv36q24Vu0Z66iPReGLioGlac7bk1r4VSpPOk37xA+7sciODlhrySwLWRqtZqffvqJfv36MWfOHEJDQ1m/fj0uLi5Uq1aNESNGMHLkSJydC/D6B+7NdjxkyJActxsyZAhff/01CxYssAhsjUYjixZlP56ouAe2R0+cZs2mrQ8sO8PRE/e6rf3rAltAf/IoCeNfx3no8zi0bo9CrUYfdoWUObNI35tL17v7pPw+A8O1Kzh17Y1jxy5gMqG/conkGd+QHmoZ0KnKmHsbKL1K4TJkhM3ydCePFc/AFnN35NS5n6Bp0xd1zWagUmG8HU7q9sUYzhzIV1m5vrv2X0J/4igJ4+5rZyo1+mtXSPljFul78tHOfruvnXXKaGeXL5E8/RvS91s/OHBo0ARNsGX3NoeGTbP+v/FWVPENbAHj9XOkLfwMTateqGo0AaUK450I0nYuw3DOeixdTrImjTqR86RRhotHwdEFZRl/FAG1QKXGlByP4exB9Ie3YIy8WuDzeRyMV0+TOnsSmg4DUNdpYb5mt66TumUhhmxepZUddcP2QO6TRilLepv/170kDh2sg1ow9/YoloEtkH7kGHdGvYXHC8/h3KkdqNXoL1/l7vRf0G7bmacyEv9cikOtGjg2aYjSwx2TTo8+4gYJf8wnadEyTIkPDJMwGol+axxug/rh3LEdzk90QKHRYLwbS8qmv0mcuxD9teKRXdy39yC9n3qWtye8Ro8+XdCo1Zw9c5HP/vcNa1dtzr0AwGQy8fzQ13lt9Av0HdiDF18ZRlxsPIvmr+SLT3/gbszDZxLffPk9Du7/h36DetCla0ecXZyIvRvH5g3bmPnD7xw5fOKhj1FYkvaf5FK/9/AdO4SS3Vqh0KjRngvj5udziVuft8/o27+swqV+Ndxb1UPl6YZJpyc9LJKoH5Zw59fVGBIKPgnav56djoMtTIq4uLji91I7Uay56GJy30hYSBhhOxAUOXNqKjMh5lfq/vCiroLdcW4TVNRVsEumh5h1978qbmvxHOdcnDU5l7/J1oTZBo9KRV0FuxN4wr7monG6Zvud5o9KasVmhVp+YZCMrRBCCCGEEELYEZOpaCdpK45kVmQhhBBCCCGEEHZNMrZCCCGEEEIIYU9kVmQrkrEVQgghhBBCCGHXJGMrhBBCCCGEEPZEZkW2IhlbIYQQQgghhBB2TTK2QgghhBBCCGFPZIytFcnYCiGEEEIIIYSwa5KxFUIIIYQQQgh7YpT32D5IMrZCCCGEEEIIIeyaZGyFEEIIIYQQwp7IGFsrEtgKIYQQQgghhD2R1/1Yka7IQgghhBBCCCHsmmRshRBCCCGEEMKeSFdkK5KxFUIIIYQQQghh1yRjK4QQQgghhBD2RMbYWpGMrRBCCCGEEEIIuyYZWyGEEEIIIYSwJ5KxtSIZWyGEEEIIIYQQdk0ytkIIIYQQQghhR0wmQ1FXodiRwFbkW8KIEUVdBbvj8ccfRV0Fu7Sx9sSiroLdWefkXdRVsDuNTuiKugp2ydHoUNRVsDvLVE5FXQW7o1aqiroKdmmewqWoq2B3PirqCoiHJoGtEEIIIYQQQtgTGWNrRcbYCiGEEEIIIYSwa5KxFUIIIYQQQgh7YpKM7YMkYyuEEEIIIYQQwq5JxlYIIYQQQggh7ImMsbUiGVshhBBCCCGEEHZNMrZCCCGEEEIIYU9kjK0VydgKIYQQQgghhLBrkrEVQgghhBBCCHsiY2ytSGArhBBCCCGEEPZEuiJbka7IQgghhBBCCCHsmmRshRBCCCGEEMKeSFdkK5KxFUIIIYQQQghh1yRjK4QQQgghhBD2RDK2ViRjK4QQQgghhBDCrknGVgghhBBCCCHsicyKbEUytkIIIYQQQggh7JpkbIUQQgghhBDCnsgYWysS2Nq5a9euUbduXTp27MiKFStsbrNnzx66d+/OiBEj+PbbbwF45ZVXWLRokcV27u7uVK5cmX79+vHSSy+h0WgKvf4AqirVcRkyAnX1WijUavRhV0hds4z0vTvyVY6ihCfO/Yfi0LgFytLemFJTMdyMIG37X6RtWpO1nbJsORxbtUfToAmqsuVQeJTAGBeL/uRRUpYtwBhx/VGfYrGy7q/tHDl+itPnLnHxylV0Oj1T3h9Lr66di7pqhc6zXhDV3+2HV6MqKDQqEs6Gc3nWRm6uPVCg8jQlXGm/cxrOZb24tf04oUOmWax3DfTFr3tTyrQPxi3QFwcvd9LuxBO97wwXvl9D0qWbj+K0ClVAcCV6jhlIpYbVUKlVRJy/zt+z13F4w/487V+7XX3qdWpE5YbV8SpXGpVGze2wSA6t28eW39ahT9PlWsYzU16k3TNPAjC28Qsk3Il7mFN6LLzrBtF4bB98GlZBqVFx91wEJ37dxOX1eWtr/u2Cqda/NaVqVsTFuwRKBzVJN2KIOnyBYzPWE381yvaOCgXVBrSm+oC2eFUrj9JBTXLkXaIOXyTkw3noklMf4Vk+WqXrBlH/7T54NzJfs9hzEZz+ZRNh6/J2zcq1D6Zy/9Z41aqIs3cJVBnX7PahC5ycsZ6EK9bXTKFSUrlfK6oObY9HgA8qRw3JN+8SvvUop3/ZhPZO/KM+zUeqSnAVnhn7DDUa1kCtURN2LoxVs1exZ/2ePO3vW9GXjn06Uql2JSrXqUxp39LcCr/FiJYjst1HqVLSsW9Hugzugl+AHxpHDdGR0RzcdpBVv64i9k7sozq9hxZcvxZjx79KgyZ10ag1nDt7kdkz5rFhzZY8l+HgoGHUm8/TZ0A3ypbzJT4unm1/7earz34iJvquxbbl/f0IObY527K+nTaT776YabW8bYeWvPT6c9SpVxNHBwfCroaz7M/V/D5rIcZiErz4BwfRZUx/AhpWRalWEXU+nJ2zN3B8Q2ie9q/erh61OjUksGFVSpbzRqVRER0WxdF1+9n12war74InR/fjydH9cizzwJIdLBk/q8DnJP59JLD9j3v22Wfx8/PDZDJx48YN1q1bxwcffMDu3btZsmRJoR9fXac+Hh9/iUmXTvru7Zi0KTi0aIP7+P+RXNqb1NVL81SOKrAyHp98hcLNHd3h/aSH7AQnF1T+FXBo0sIisHV5ZiSObTqiD7tC+oEQTCnJqAKCcOzwJA4t25Lw0bvoT58opDMuej/+MpebUbcp6emBdykvbkbdLuoqPRalW9ak+aL3MKSlc2N1KPpkLX5dm9D4l7c45beAyz9vzHeZdT4bjsbDJdv11cf3p3yv5iScvU7kX/+gT0zBo0YF/Pu3pmzXJoQOmUZM6LmHOa1CVa15LcbMnYguTcfBdSGkJWtp8FQzRk1/m6Vl57Jl9roc91c7ahg95wN0aemcDz3Nqd3H0DhqqNWmHn3GDaH+E435ctBHpKemZ1tGzVbBtHvmSVKTtTi5Oj/qUywUfs1r0HXBeAxpOi6t3Y8uOZWgpxrTeeYbuPp5ceKXTbmWUaFDPXzqV+bWscuE74zFqDPgWdmPav1aU6VXCzY+9xU3952x2EfpoOaJn98koHMDos9c4/yyPRjSdbiVK02F9nU55O5SbANb3xY1eGKh+ZpdXWO+ZhWfbkz7n9/goJ8Xp2flfs3Kd6iHd4PKRB+9zI1b5mtWoooflfu3Jqh3C7YO+4rIEMtr1m7m6wR0bULC1SiurAnFmK7Du0Fl6rzajUp9WrK2y8RiG9wGNw9m8vzJ6NJ07Fq3C22SlpZPtWTCjAmULluaVb+uyrWM2o1rM3TMUAx6A+GXwinpXTLXfSZMn0DLp1ty4+oNdq3dhS5dR/UG1ek3qh/te7fnzaffLBbBbfNWjZm37GfS0tJYt3IzyUnJdOneiRm/f8WUSV/x64x5uZahUCj4dcEPtOvYkiOHjrNp/VYCgyoy6Nk+tGzTlF5PPsPdGOtzPX3yHFs2Wj+cDw05ZLVs+EtD+HjqeyQkJLJ5/TYS4hNp1bYZk6a8S4PGdXn1+XcKdgEeocrNa/LS3PfRp6VzdN1+0pK1BD/VlOemj2ZN2fnsmr0hx/3VjhpemvMeurR0Loee4fzuE6gdNVRrU5eu4wZR54lGTB/0Cbr7vgsuhZ6B75bbLK/pwPZ4li3Fud3HH+l52h0ZY2tFAtv/uGHDhtG4ceOsf0+cOJE2bdrw119/sWfPHlq3bl14B1eqcHv9HTAZSXjvTQxXLwGgXTyXEl//jMuwF0kP2YXxzq0ci1E4u+A+8VMA4se8iCHsitVx7qc7chDtikUYrly0WO7QugPu4z7C9dWxxL82/OHOrRj7+L3RVPT3w8/Xh9nzl/Ldz38UdZUKnUKlpO5XL2AyGtnbazIJp68BcP7rlbTdNJkaEwZyc/1BtBHReS6zbNfG+PdtyYkJfxA81XZ24/aO41z6aS3xp65ZLC/XszmNZr1B8LTn2dF2XMFPrBApVUqemzoKk8nEFwM/JPxMGADrfljOB6un0vvdIRzetJ+7N7K/ZiaDkVVf/smO+X+RkpCctVylVvHKzHeo17kx7Yd14a9f1trc39ndheFfvMrhDftxL+VBtWa1Huk5FgaFSknbL8xtbU2/ycScMfcA+ee7VfRZ9wlNxw3gyoaDJN2IybGc0E8XEfKh9Q/vci1r0X3xBJq9P4iV3T60WNdswkACOjcg9LPFHJu5/oGKKR7uxAqRQqWkZcY129R3MndPm6/ZsW9X0X3DJzQcP4Cw9QdJzuWaHZ6yiAOTrK9Z2Va16LJkAg3fH8T6rveuWel6QQR0bcKdI5fY0HsyJr0ha13Tj5+l5gtPUnVoe45/t/rRnOgjpFQpeXPam5iMJsb1H8eVM+bvvT+//5Pv1n7H8HHDCdkYwu0bOT+4PHXwFGN6juHqmaukp6Wz+sLqHLevWrcqLZ9uyfmj53mn7zsY7rtmL//vZXo+35MuQ7qw6PtFOZRS+FQqFZ9/+xFGo5EB3UZw5tR5AL7/chZrtv7JuxPfZOPav7kREZljOf0G96Bdx5asWb6RN19+L2v50OH9+ezrSbzz/uu8//Zkq/3OnDpvMzP7oDK+3kz4aAxxsfE83W5AVn1UKhUz53xN155P0L13F9atyj4LXNiUKiUDpr6EyWTkp4Efc/OM+ftsyw8rGL36U7q+O4gTmw4Qm8N3gdFgZOOXiwmZ/zfa+74LlGoVw2eOoXbnRrQa9gQ7frn3uXU59AyXQ89YleVWugSdXutF0t0ETm2xflAg/ttk8ihhoWzZsnTv3h2Ao0ePFuqxNHXro/IrT9qubVlBLYApJRntsgUoNA44duySazmOXXuhKuNLytxfrINaAKPB4p9p2zZbBbUA6Xu2Y4i4jrpCIAqPEvk/ITvRvHF9/Hx9iroaj1XpVrVwC/QlYtW+rKAWQJ+o5cIPa1A5avAfkPeHOA6l3Kk77XnCl+0hamv290n4kt1WQS3AjTX7Sbp0E49q5XHwcs/fyTwm1VvUoUxAWQ6s2ZsV1AJoE1PYOGMlGkcNLfq2y7EMg97AhukrLYLazOUbZ5qzSVWbZh+sDvpoBBonBxZ++GuBz+NxK9eyJiUCfLi0Zn9WUAuQnqjlyE9rUTlqqNYv97ZmyKaL9o2Q06TGJVGiouU97OpbklrPdebmgXPWQS2AyWT+K4bKtqyJR6APV1bvzwpqAXSJWk78aL5mlfsX/JpF7j1NWmwSHgGW18y9QhkAbu49bRHUAoRn3NdOpTzydS6PS90WdfEL8GPnmp1ZQS1ASmIKS6YvQeOooWO/jrmWE3U9ivNHz5Oeln2vifv5VvAF4OjeoxZBLcDBbQcBKOFV9N+fLVo3ISCoAmtXbMwKagESE5OY/u1sHB0d6DuoR67lDH62LwDTJn9vsXzhnGVcuxpOr35dcXRyLHA923dshZOTI4vnr7QIsg0GA99+PgOAZ0YMKHD5j0LlFrUpHeDLkTUhWUEtQGqilq0zVqN21NC4b5scyzDqDWydvtoiqM1cvm2muUddUNOaeapP475tUGnU/LNqLwadIfcd/s2MxsL9s0MS2IpsKQr5Cb+6dn0AdEetn7ilHzEv09Sum2s5jq06YDIaSd+3C2U5f5y69cGpz2A0TVqAOn+dEkwGvfn/GP7jH5b/MqVbmL8w7+w8abXu9g5zt/PSzWvkuby600ZiMhg5OTH3rmzZMWb8KDTqi2dby8yOnt5j3dXrVEb3r2o5BKW5yfxBYszmXqvbsSEt+7Vn0f9+IzEmocDHedz8mpvbWvhu67YWvsvc1so2y3tbe5BPg8o4ebpx90KExfKgp5ug0qi5sv4AGlcnqvRqQf3XulNtYBtcfXPvXlqUfDPuz5u7rK/ZjZ3ma+abj/vzQd4NK+NY0o3Y85bXLC7jGvq1qoVCbdmzx7+T+fspcu/pAh+3MAU3DwbgyO4jVuuO7DIvq9OsziM/7vUL5gcP9VvVR/XANWvSsQkAx0OKvntos1bmnmi7d1jPBbB7e4h5m5aNcizD0dGBeg3rcOniVZuZ3T079+Pq5kJwPevPQR9fb4aNHMhrY15g4NDeVAgob/MY3j6lAQi/fsNqXeayhk3q4uDweOY8saVyM/P9eX6P9RCt8xnfBXkNSm3J7bvgQU0HtAcgdPH2Ah9T/HtJV+R/iStXrjB16lSb665fz/tkSLdu3WL9evPT/gYNGjySumVH5Wf+oDfcjLBaZ4q7iyklBaWf7S+DLGo1qoBATPFxOHXrg/OQEShU975sDZE3SPx0IoZrNjK5DxZVpTrqikHoL5zFlJyUv5MRxZprkDnLkGRjwp20O/Hok7S4BvrmqazyfVvi160JB577Gl18MmqP/I/79KxfCY/q/sQevYw+ISXf+z8OPgFlAbh91foHXcKdOFKTtJQJyNs1s6VVxo+T0zbGSLl6ujHs81Ec+esAB9eGFPgYRaFERlbQ1uRO2jvxpCdpKRGY9x4T5dvUxrdhVZQOakoE+lKxYz20MQns+3iBxXal6wQA4FDClUG7vsTV514wa0jTceDzJZyYXXTdGXPikXE9ErK5ZrokbdY2eeHXpjZlGlVF5aDGI8iX8h3rkRqTwMH/WV6z2HMRnJ69mVovdKHPzmlEbD+OIV1PmYaVKVUnkCNfLuf6X/883MkVEr9APwBuhllPQBd7J5aUpBT8Avwe+XHDzoex+rfV9BrZi5+3/czhnYfRpemo0bAGletUZv7X89m/JW8TyxWmwKAKAFy9Yt1j5s7tGJKSkgnI2CY7FQL8UalUhF22/Rsq7Mr1rGMdCrV8wNCmfQvatG+R9W+j0cjq5Rt4/+0paFO0Wcszx+f6VyhnVX7mMo1GQ4WA8ly6cDXH+haW0hmf89E27s/EO/GkJmnxfojvgqYD2gFwfnfuc5sENq5OmUp+hB25wK2L1r8d/3NkjK0VCWz/Ja5evcq0adNy3/AB8+bNY+vWrZhMJm7evMm6deuIj4/n6aefpmXLloVQ03sUrq6AueuxLSZtMgoX15zLcPNAoVKDhwfOg54jZc7PpO3YgkKlxvGpHjgPeBb3SZ8R98ow0GXf1Urh4orrmPcxGQwk//FzwU9KFEsad3PwmV0QqUvU5jgJVCYnH0/qTHmOiJUhRBXwB6/a3ZkG34/CZDByevKfBSrjcXB2N18PbaLta6ZNSsnaJr9qt6tP2yGduXkxnL1Lt1mtf2bKi6g1ahZMtJ8uyJkcMtpReqLW5npdkhaHfFy38m3qUO/lrln/jr8axd+v/UT0yTCL7ZxLm7t/Nhrdm4g9p1g/eCpJN+9Stml12k57nhYfPUPspZuE7yx+E+NlXo/srll6Yv6uWbm2dag96t41S7gaxc5XfiLmgWsGcPCjBSRdv0OjiYOpOfLJrOXXtxzh2qbDeT7m4+bqbv5uTE6w/f2ZkpSStc2j9svHv3Ar/BbPv/88PUf0zFoe+nco+zbtK5Rj5pe7hxsAiQm2H1InJSZlbZMdj8wyEhNtrk9MTLY4FoBWm8r3X/7Mlo07uHY1HIVSQZ26NXnngzfoM6A7zs7OjBo+Nmv7PTv2o9frGfhMb+b8+ieRN81ziqhUKkaPG3VfXYpuyErm53xqNt8FaUlanAr4XVC9XT2aD+lE1MUIDizN/U0YTQeaH4geWJy/t2aI/w4JbP8l8vK6H1vmz5+f9f/d3NyoWrUq/fv358UXXyyUej5ySnN3aYVKjXb9sqxZlE2AduHvqMr549i6Aw4t25K+82/bZTg44P7+FNT+FUmZ9yv6U8ceT92F3an3zUsY9YYCd0FWOmlo8sdY3KuW48xnS4jZd/YR17D4CwiuxMs/jkGbmMLPr36NPl1vsb5xtxY07taS2WN+sIvX+hS20CmLCJ2yCLWLI15Vy9Hwrd70WvkhO9/9lUur72XGFBmfhdqYBLa89D36jNlFr28/xs53Z9N1/jjqvvR0sQxsH7VDkxdxaLL5mnlWLUe9Mb15evWHhLz9K1fuu2YoFLT4fARBvZpzYNI8rv/1D3ptOmUaV6HZ5GF0W/c/Nvf/jOjjuff4+a9QKBS8PvV12vZoy88f/UzollBStanUalSLlz9+mW/WfMN7A9/j4gnreSz+C2Ki7/JNxtjYTCG7D/DPoeNs2LGEp7p3onZwDU6dMH/2h1+/wfRvZ/PWu6P4a+8K/lq/jYSEJFq2aYpfeV8iwm9S3t8PYzEdH/8w/IODGPbjm6QmpjD31e8wPPBd8CBHN2fqPt2U1CQtR9cXjwcoRc5Ox8EWJhlj+x/3999/ExcXR1xcHBEREWzfvp1XXnkFdT7HphaEKdn8tDO7rKzC2TXbbO6DZQCkH7Tusph+wLxMXbma7QI0DrhP/AxN3QakLF2AdtkC29sJu6bLyASps8nKatyd0eXSJdh/QGt8OtbjxIQ/SL9r+wl+TpSOGprOeRvvVrW48P0aLv6wJvedilBmpja7rKyzm0u22dzsVKxTiTHzJ2Eymfh22BRuPtCVzLWEG0M+eYHj2/4hdNXuglW8iKVntCMHd9td1DVuzqTn87oB6FPSuH3sCptf+Ja4y5G0/XwkTvdNPJZ53Ig9p7KC2kzhu06iT03HOzgw38d9HDKvR3bXzMG94Ncs+tgVtj3/LfGXI2nxxUgc77tmVQa1pdozHfhn2jLOL9ie1e35xo4TbH/pBzSuTjR4r3/BTqqQJWdkC109bH9/uri5ZG3zKD0x8AmeGvIU876cx6aFm4i9E4s2ScvhnYf5bNRnOLs6M3z88Ed+3PzKzNRml5V1c3fLNpubKSGzDHfb2VL3jIx4buUApGpTWbXUPMyrUdN6Fuu++XwGo0dN4Mqla3Tv3YWBz/Qm6uYt+j71HEkZ/w1j7tx9sMjHJvNzPrusrKObc7bZ3OyUrxPEy/Pfx2QyMWvYZ3nqVly/ewscXZw4tn4/6Slp+Tqe+O+QjK0oMplja1V+5TFcvmCxTuHphcLFBePFXDJaaakYom+jKl3G5rjYzGUKRxuzFjqYg1qH+o3RLv8T7Xz76/Yo8ib5inlskFugL/EnLMcpOXqXQO3mTOzRyzmWUaJ2AABNZo+2ud6nQ116Rv1J/KkwdnZ632Kd0skc1JZpF8zFn9ZydmrhvyP6Yd0KM4+tLRNYlmunLDNWHt6eOLk5c/X4JVu72lSxTiXGLpiEQqHg22FTCDthfb29ypXG3cuDuh0bMjvM9vsLvzk0G4CPn37HYrbm4iI+zNyVsESgr3V3Ye8SOLg5c/tYwTOAJoORm/vPULpWRbyDA7MysHFXzP+90m09oDGZ0CWn4uBWPN8DnHDVfM08An2tugs7e5dA4+bMnYe8ZlH7zlCqVkVK1w3kRsaEceXbmydgitpn/UqR2DPXSYtNolTGfV/c3LxqHlvrF+DHpZOW92FJ75K4uLlw4fgFW7s+lEbtzBMundhnnfm/evYqiXGJBNUKeuTHza+rWeNfK3LquOXvCO8ypXBzc+X4kVM5lnH9WgQGg4GASrbH4gZkjePN2zwmmeNpnV2s78NVyzawapnlu2AdHDQEBFXgbkyszcmlHpfoMPP3Z+lAXyJOWX5/unuXwMnNmevHc/7+vF/5OkGMWvA+CoWSWcM+I/xE3u7tZpndkJfIpFFZJGNrRTK2oshkdvnV1G9stc6hgXmZ7lTusyvqT5hfy6DyD7Bal7nMcOuBSQ/uD2pXLiJl7qy8V1zYnej95h823u2sZwktk/HjNnOb7Nz95yLXFu6w+ovI6NqovRHDtYU7uLnRcpZvi6B2xnrOTFn8KE6p0F04YJ4NtlZr65nJa7cxLzt/IG8zxmYGtUqlku+Gf8rVY7a7KSbFJrJn8Vabf3G3zT8KQ1fvYc/irSTF5j9r/jjcDDW3I/821m3Nv625rUWGPlwXdJeMiaHun1H7Rog5OCtZxXoSGicvd5xLeZCYj/c0P05RGfeeX1vra1auXbDFNgVl65opHczP9m290kfpoEbj5pTtK4SK2slQ8wzSDdpYT/LYoG0Di20eJXXGNStRyvqVPmoHNc6uzujSi/6aHQgxj49u07651bo2Hczzh4SG5DyGOi01jeNHTlG5SiDlype1Wt+6XXOSk1I4cSxvn4P1G5rbd8R16wm/bHm6R2ecnBxZv/qvPG1fWC4fMH+2VGsdbLWuWsZ3wZUD1g+HbMkMapVKJb8Mn8r1Y3l7OFq2mj8V6lUm8nw4147m/YHqv17ma9wK688OSWAriozu+BEMkTdwbNsRVWDlrOUKF1ec+z+DSZdO2vZ7H+iKkl4oy1ew6rqcusncpdO53xAUrve6HSk8vXDq0ReTwUD6vl33dtDcF9SuWkKKTBb1rxe95xTJYbco37sFHrUqZi1XuztT9c2eGNJ0hC/bk7XcsYwnbpX9UN/XNfLmmlCOvf2r1d+ZTxcBkHA+gmNv/8qFb1Zl7ZPZ/bhMu2Au/byBM58U38miHnQ25CS3r0XRtGcr/GsGZC13dnfh6Vf7oEvTsX/lvfuqhLcnvpX8rLouV6wdxNgFk1CpVHw//FOuHMk+ixQbGcPc9362+XfrivnH4NJP5zL3vZ+JjYx5tCf8iNzYe5r4a7eo3LM5pWrey/Q4uDvT4PUeGNJ0XFixN2u5SxlPPCuVteqGm1234fJt6xD4ZCPS4pK59c+9H3iRoWe5e+EG5VvXpnzr2hb7NB1vfg/m5fUHHvr8CkPk3tMkhN0iqFdzvGrdu2Yad2eC3zBfs8vL710z5zKelKhUNmtSuEylsrlmfm3rUKGL+ZrdOXzvmt0+ZH7AEvxGj6wgN1P9sX1QatREFdNx8MdCjhF5LZJ2PdsRVPNehtTF3YWBrw1El6Zj24p7E7OVLFOS8pXK41LASX4ynTlsDmAGvD4gK8jN9MyYZ1Br1DazuY9byO4DXLsaTo++T1Oz9r2hSO7ubrw25gXS0tJZuWRd1vIyPqWpVCUAd3fLrst/zjP3HBk/6S2L5UOH96dioD+rl28gLfVet9hadarbrE+Xbh3pO6gHcbHx7Ny612Kdm41JvipXDeSDT94hISGRGd/9lsezLhwXQ04Rfe0WDXq2xK/mve9PJ3dnOr3aC32ajkMr731/unt7UqaSH04P3J/laweag1qVil+Gf861I3kfh501aVQeJpgS/23SFVkUHaOBpB+/xOPjL/H4/AfSd2/HpE3BoUUbVD5lSf5tOsbb9zKtLs+9hFPHp0j6bipp2+69tkJ/7jTaVUtw7j2QEj/+ju7gPlCpcWjaEmVJL5Ln/oLxvlcKub42Fof6jTHejcGkTcF58HCrqqVt22xx7H+T5Ws3c/SE+QnzxSthAKxYv5lDR80/RuoH16Jfjy5FVb1CYTIYOfb2rzRf9B6tVk/ixupQ9Mla/Lo2wcXfm1P/W4A2/F42q+YHA6kwsC1H3vqZ8CUFH+tZ94vnKdMumNRbseiTUqn2Tl+rba4v2WVx7OLCaDAy972ZjJk7kXFLPuHguhDSkrU0eKoZpcuXYemUucRE3Mnavs/4obTs157f3/mJfct3AuYxs2MXTMK1hBsndx6lZuu61HwgA5ySkMzW3y274Nkzk8HIrndn03XBeHoun8SltfvRJacS9FRj3P292Td5oUXmtOl7A6jWvw07xs7i/H0PV/pumEzMuXDunr1OUuRdNC6OeNWogF/T6hjS9ex491f02ns/qE1GEzvf/oXuSybw1Nx3uLr5MMmRd/FtXBWf+pW5c+IqR6evozgyGYyEvDubJxaO56kVk7i6xnzNKj5tvmYHP1lI0n3XrOGEAVQZ0IY9Y2Zxaem9a9Zj02Riz5qvWUrkXdQujpSsUQHfZuZrtvdty2t2bu5WKvdvhV/r2vTZ9QU3dp5An6rDp1EVvBtURhsdz5GvbHeJL2pGg5Hvx33P5PmT+WLZF+xatwttkpaWT7XEx9+HXyf/yu2I21nbDx8/nM79O/PN2G/Yunxr1nKPkh6MnDgy698qjQoPLw/GfD0ma9lvU34jIdb8Lun189bTsW9H6reqzy/bf+GfXf+QnppOzUY1qVa/GnHRcSz4pujnqjAYDIwf/T/mLfuZpev/YN3KzSQnJdOleyf8K5RjyqSviAi/lzkdN+kt+g/uyduvT2T5orVZy5cvWku3Xl3o2e9p/CuWI3TfYQICK9ClW0euh0Xw1Wc/WRx30pR3qRjoz5FDx4m6eQulSkXt4Bo0ad6A1NQ03n59EomJlsOmJn7yDrWDa3D86Cni4hIIDKpAxyfbYjIaefHZ0VkzJRcVo8HI0vdm8dLc93l9yUccXbeftGQtwU81xau8N2umzCf2vu+CruMH06RfWxa9M5NDy80PP11KuDJqwQe4lHDj7M5jVGsdbJUB1iYks/v3TVbHV2lUNOjVCn2ajsMr7HPuhUIjXZGtSGAripT+5FESxr+O89DncWjdHoVajT7sCilzZpG+N+9P5lJ+n4Hh2hWcuvbGsWMXMJnQX7lE8oxvSA/dY7Gtqoz5fWtKr1K4DBlhszzdyWP/2sD26InTrNm09YFlZzh64l5Xon9bYAsQHXKGPT0/pvq7fSnXsxkKtYrEc+GcnrKIm2tCC+WYLv7eADj5lKS6jaAWIHrfmWIZ2AKc33+aaf0n0WPMQBp3a4FKo+bG+eus+HwBh/IwK6WTuzOunuaJV+q0q0+ddvWttomOuP2vCmwBbu4/y5q+n9BobF8qdW+GUqPi7rlwQqcu5vK6vGVND3y+BL8WNSnbrAbOXu6YTCaSbsRwZsF2Tvy2mbhL1t0Zbx+7zMruH9FobF/KtayFg5szSTdjOPLTWo78uMYiqCtuovadZWPvT6j/dl8Ce5ivWezZcP75bDFX1+btmh2euoSyLWri27wGTl7umIwmkm/GcH7Bdk7/upn4B66ZLknL+u7/o85r3anwRAMq92+DQqUkJfIu5+Zt5fgPa0mJLLpJe3JzYv8J3u37Ls+MfYY23dqg0qi4du4af3z+B7vX5S0AcHJ1onP/zhbLnF2dLZYt/HZhVmCrTdIyttdY+r/Sn2ZPNKNT/04olUqio6LZMH8Di39cTExU8ehNsX/vIfp1fY6x41+lW+8n0ajVnDt7ic8//i7P3XtNJhMvPvMmr7w1kj4DujFy1LPEx8azZMEqvvrsx6xxs5lWL9vAU907Ub9RMF5eniiUSm5F3mbRvBX8OmMuly+GWR1j9459VKoSSNeeT+Dq5sqd29GsWb6Bn76dzfWw4vGu1kv7z/BT/494ckx/6nVrjkqjIvJ8OOs//5Nj63N/b7GjuwsunuZseI129ajRrp7VNncj7tgMbGs/0Rg3Lw+Ort9PSlzuE3WJ/zZFXFycfXaiFkVG/0yPoq6C3fH444+iroJd2lh7YlFXwe6sc8r+fc3CtkYGp6Kugl1ylGRBvi1TFd9Aubg6nVw8gjt709e9ZlFXwe58dNy+5ltxWP9VoZaf3u2dQi2/MMgYWyGEEEIIIYQQdk0CWyGEEEIIIYSwJyZj4f7l4siRI/Tv358KFSrg5+dHp06dWLVqVa773S8yMpLx48fTtGlT/Pz8qFKlCl26dGHx4sUYDIbcC3iAjLEVQgghhBBCCJEnu3fvpm/fvjg5OdGnTx/c3NxYu3YtI0aMICIigjfeeCPXMsLCwujYsSN3796lY8eOdOnShcTERDZs2MCoUaPYvXs3M2bMyFe9JLAVQgghhBBCCHtSRLMi6/V63nrrLZRKJRs2bCA42DzD9bhx4+jYsSOTJ0+mZ8+eVKhQIcdyfvzxR2JiYpg6dSqvvPJK1vIPP/yQVq1a8eeff/Lee+/lWs79pCuyEEIIIYQQQohc7d69m6tXr9KvX7+soBagRIkSjB07lvT0dBYtWpRrOWFhYQA88cQTFss9PT1p3rw5AHfv5m/CPQlshRBCCCGEEMKemEyF+5eNvXv3AtChQwerdR07dgQgJCQk1+rXqFEDgC1btlgsj4uLIzQ0FB8fH6pVq5bnywHSFVkIIYQQQgghRB5cvnwZgEqVKlmt8/Hxwc3NjStXruRazptvvsnmzZt5//332bZtG7Vq1coaY+vs7MyCBQtwdnbOV90ksBVCCCGEEEIIe1JEY2wTEhIA8PDwsLne3d09a5uclClThr///puXXnqJv//+m61btwLg7OzMiBEjqF27dr7rJl2RhRBCCCGEEEI8NleuXOHJJ58kOjqaTZs2ERERwenTpxk3bhxffvklPXv2zPcrfyRjK4QQQgghhBD2pIgytpmZ2uyysomJiXh6euZazquvvkp4eDjHjh3Dx8cHADc3N8aMGcPt27eZOXMmK1asYMCAAXmum2RshRBCCCGEEELkKnNsbeZY2/vdunWLpKQkgoKCciwjMTGR0NBQqlatmhXU3q9169YAnDhxIl91k8BWCCGEEEIIIeyJyVi4f9lo2bIlANu3b7dat23bNottsqPT6QCIiYmxuT46OhoAR0fH3K/DfSSwFUIIIYQQQgiRq7Zt2xIQEMDy5cstMqrx8fF88803ODg4MGjQoKzlUVFRXLhwgfj4+KxlXl5eVKlShYiICObNm2dRflxcHD/99BNwL3ObVzLGVgghhBBCCCHsiMmY/btmC5NareaHH36gb9++dO3alT59+uDm5sbatWsJDw9n8uTJVKxYMWv7jz/+mEWLFjF9+nSGDh2atfyzzz5j8ODBvPnmm6xYsYLg4GDi4uLYtGkT0dHR9OjRg3bt2uWvbo/qJIUQQgghhBBCPAZFNHkUQJs2bdi8eTNTp05l1apV6HQ6atasyccff0yfPn3yVEbnzp3ZsmULP/zwA6GhoYSEhODk5ETVqlUZN24cI0eOzHe9JLAVQgghhBBCCJFnDRs2ZPny5bluN3PmTGbOnGlzXYMGDZgzZ84jq5MEtkIIIYQQQghhT3KY4Om/SiaPEkIIIYQQQghh1yRjK4QQQgghhBD2pIgmjyrOJGMrhBBCCCGEEMKuScZW5JtTU/+iroLd2Vh7YlFXwS49fWpKUVfB7jjWer+oq2B3YlRFXQP7dMBBV9RVsDsDdF5FXQW7M9F0vairYJcqGuUn/r9eEc6KXFxJxlYIIYQQQgghhF2TxzlCCCGEEEIIYU8kY2tFMrZCCCGEEEIIIeyaZGyFEEIIIYQQwp6YZFbkB0nGVgghhBBCCCGEXZOMrRBCCCGEEELYExlja0UytkIIIYQQQggh7JpkbIUQQgghhBDCnhhljO2DJGMrhBBCCCGEEMKuScZWCCGEEEIIIeyJScbYPkgCWyGEEEIIIYSwJ9IV2Yp0RRZCCCGEEEIIYdckYyuEEEIIIYQQdsQkr/uxIhlbIYQQQgghhBB2TTK2QgghhBBCCGFPZIytFcnYCiGEEEIIIYSwa5KxFUIIIYQQQgh7Iq/7sSIZWyGEEEIIIYQQdk0ytg947bXXWLhwISVLluTcuXM4Ojpy7do16tatm+cy/P39CQ8Pz/P248ePZ8KECTnWISfHjh1j9uzZ7Nu3j6ioKIxGI76+vjRp0oTBgwfTvn37rG2nTp3KtGnT+O233+jbt69FOQkJCQwePJiQkBD69+/PzJkzUasLv4koywahadsHVfkqoFRhvB2B7sAmDGcP5Gl/59e/RenpneM22rmTMYafz3a9w1PD0TTsBEDKt69hSo7P+wkUEc96QVR/tx9ejaqg0KhIOBvO5Vkbubk2b9ftQZoSrrTfOQ3nsl7c2n6c0CHTLNa7Bvri170pZdoH4xboi4OXO2l34oned4YL368h6dLNR3FaxdK6v7Zz5PgpTp+7xMUrV9Hp9Ex5fyy9unYu6qoVOo96QVR5tz+ejaui0KhIOhtO2M8biFobWqDy1CVcabXrS5zKenFn+zH+Gfx5rvvUnDaSCsPN13p77ZdJv1P878/seNUNIvidPng3qoJSoyLubARnf9nE9XUFu28dSrjQdfvnuJT14uaOE+wY+sUjrvHjUyG4Ek+N6U9gw6qo1Coiz4ezY/Z6jm7IW1ur0a4edTo1JLBhNbzKeaPSqLgTFsWRdfvY8dsG9Gk6m/spFAqa9mtL0wHtKVvNH7VGTVxkDFf+ucCK//1BWnLqozzNR6pU3SDqv92HMhnfA3HnIjj9yybC8tieyrUPpnL/1njVqoizdwmUDmqSb8Rw69AFTs1YT8KVKKt9FCollfq1ourQ9ngE+KBy1JB88y7hW49y5pdNaIvR/Vm3fm3efu9VGjaph0at5tzZi/wyYx7rV/+V5zIcHDS8+tZI+g7oTtlyvsTFxrNtyy6++PRHYqLvWmxb3t+P0ONbsi3rm2kz+GbaDItlTZs3pPNT7QmuW5PadWvg4eHO0j9XM/b1ifk72ULmExxEs7F9KNvQ/NkVfS6Co7M3cXF93tpaxXbB1OjXGu+aFXHNaGuJN2KIPHyBwzPXE3fVuq29dX1BtuWdWbabv9/+pcDn868gY2ytSGB7n8TERFavXo1CoSA2NpYNGzbQp08fSpQowfjx4622nzZtGh4eHrzyyisWy0uUKEF8vOUH+8mTJ9m4cSMtW7akVatWFuvu/3d2dbDFaDQyceJEZsyYgVqtpk2bNjz11FNoNBrCwsLYsmULS5cu5f3332fcuHE5nnt0dDR9+/bl+PHjvPTSS0ybNg2FQpHjPo+CsmINnIaMB70O/en9kJ6KqnpjnPq+QdrfXugPbMq1DN3BzSicXK2WK5zd0DR+ApM2CePNK9nXIbA2moadMKWnonBweqjzeVxKt6xJ80XvYUhL58bqUPTJWvy6NqHxL29xym8Bl3/emO8y63w2HI2HS7brq4/vT/lezUk4e53Iv/5Bn5iCR40K+PdvTdmuTQgdMo2Y0HMPc1rF1o+/zOVm1G1KenrgXcqLm1G3i7pKj4VXy5o0Wvw+xrR0IlfvR5+kxbdrU+r9OppzfvMJ+3lDvsusOXUE6hza2YNKtalDheGd0Senona1j/szOz4tatD+z/EY03SErdmPPikV/66NaT3rDf7x8+LcrNw/7x7U6NPncrxv7UWV5rV4Ze776NPS+WfdPtKSU6n7VBNGTB+DZ9n57Ji9Psf91Y4aXpkzAV1aOpdCz3Bu93HUjg7UaBNM93GDCX6iMT8M+hhdarrlfg5qnp8xltqdGnLj7DUOLt+FPl1HSb/S1GxXj43uLsU2sPVtUYPOC8djSNNxdc1+dMmpBDzdmHY/v8EhPy9O56E9le9QD+8Glblz9DIpt2Ix6gx4VvGjcv/WVOrdgr+HfUVUyBmLfdrOfJ2Ark1IuBrF1TWhGNJ1eDeoTJ1Xu1GpT0vWdZlYLILbFq0as2D5L6SlpbF25SaSkpJ5untnfv79az4p58sv0+fmWoZCoeD3hT/SrmMr/jl0jI3r/iawUkUGP9uXlm2a0eOJIdyNibXa7/TJc/y1cbvV8v17D1ktGzi0NwOG9CIlOYUbN6Lw8HAv2AkXovLNa9Br/nj0aTourNuPLimVyk815ukZb7C7rBdHf829rQW0r0fZ+pWJOnaZaztjMegNeFX2o0a/1lTr1YI1w78iYt8Zq/0Swu9wZvkeq+V3Tl97JOcm/l0ksL3PqlWrSE5O5rXXXmPmzJnMnz+fPn364OnpaZFRzTRt2jRKlChhc92DFi5cyMaNG2nVqlWO22dXB1umTJnCjBkzqFOnDvPmzSMwMNBivVar5ddff+Xu3bs2988UERFB7969uXjxolX2uFAplDh2fQFMRlLnTcZ467p5+Z5VOD//CQ7tB2A4dxBTfEyOxegP2n7yqm76lHn9yRAw2H5Sj6Mzjt1fRH/mAApXD1QVaxT4dB4XhUpJ3a9ewGQ0srfXZBIyPtzPf72StpsmU2PCQG6uP4g2IjrPZZbt2hj/vi05MeEPgqeOsLnN7R3HufTTWuJPWX6ZlOvZnEaz3iB42vPsaJvzAxR79fF7o6no74efrw+z5y/lu5//KOoqFTqFSkmtr1/CZDRyoOfHJGa0s8tfr6D55k+p+v4gotYfIDUf7cynaxP8+rbizHu/U/Pz53PdXu3uTO3vRhG1NhSHUh54taxZ4PMpagqVkqZfvgBGI3/3mUzsafPn3clvV9Fl4yfUe28A4esPknwj58+7+/k/3ZjAPi059P4cGn82vJBqXviUKiWDpr6EyWTk+4H/48YZc1vb/MNy3l79Gd3fHcSxTaHE3si+rRkNRtZ/uZg987egTUi+V7ZaxciZY6nTuRGthz3J9l/WWezXffwQandqyNrPF7L157UW6x7Hw92CUqiUtPjC3J42953M3Yz2dPzbVXTb8AkNxg8gLA/t6fCURRyYNM9qedlWtXhyyQQavT+I9V0/zFpeul4QAV2bcOfIJTb2noxJb8ha1+TjZ6n5wpNUHdqe49+tfjQnWkAqlYovvvsYo9FI367PceaUucfWd1/8zPqtixg/8S02rNnCjYjIHMvpP7gn7Tq2YvXyDbz+0r0ExzPDB/D5Nx8y7oM3eG/sJ1b7nT55ziozm505sxfx809/cOnCVeo1qM3aLX/m40wLn0KlpOM082+O5f0nE33G3NYOfL+KQWs/ocW4AVzaeJDEXNra3s8Wsesj67bm37IWfRZNoNWEQSzu/qHV+oSIaA58u/LRnMy/jbzH1oqMsb3P/PnzUavVvPXWW7Ru3Zpdu3Zx/fr1YlmHK1eu8P333+Pl5cWKFSusgloAZ2dn3nzzzRwD1QsXLtClSxcuXbrEF1988fiCWkAVWBOllw/6U/vvBbUAaVp0IWtRqDWog1sXuHxNvXYA6I/tynYbhyeeRaF2IG1z7k9ui4vSrWrhFuhLxKp9WUEtgD5Ry4Uf1qBy1OA/IO/XzaGUO3WnPU/4sj1EbT2a7XbhS3ZbBbUAN9bsJ+nSTTyqlcfBq/g9aX4Umjeuj5+vT1FX47HyalUb10BfIleFZAW1YG5nl79fjdJRQ7kBbfJcnqaUOzW/GMmNpbu5k0M7u1+NKcNROWk4M+H3fNe/uPFpVRP3QB/CVu/PCmoBdIlaTv2wFpWjhsB83LeOXu40+Xw4V5bt4cbWY4VQ48enaovaeAf48s+akKygFiA1UcvfM1ahdtTQtG/bHMsw6g1smb7KIqjNXP73zNUAVG5q+eCyhE9J2gx7kksHzloFtQAmkwmTqXh29SvbsiYegT5cWb0/K6gFc3s68aO5PVXun3t7MmTTPTty72nSYpNwD7D83HOvUAaAm3tPWwS1AOEZ97VTKY98nUthaNmmKQFBFVi9YmNWUAuQmJjEj9/+iqOjA/0H98y1nCHD+gEw9ZPvLJYvmLOUsKvh9O7XDSennIeL5ebEsdNcOHcZYzENUvxb1MQzwIfza/ZnBbUA6YlaDk1fi9pRQ41+BW9r4SGnSY1LokTAf+s7VhQOCWwznDt3jkOHDtGhQwfKlCnDoEGDMBqNLFy4sFjW4c8//8RgMDBixAjKlCmTY7nZjdE9evQoTz31FFFRUcyaNYuXXnrpkZxHXikrmrMvhisnrdYZLp8AQFWhYBlUZfkqKL3LYbh5BeNt2w8nVFXqo6nbhrS/5kFKQoGOUxRKtzBftzs7ra/b7R3m61a6ed6vW91pIzEZjJycaP0kNa+MGT9wjA/80BH2KzM7Gr3zhNW66B3Hzdu0yHsGtdYXL2AyGDk7MW8PkbyfaEC5QW05+8Ec0qPt5/7Mjk9z87WK3GV930ZmXGOfZnm/b5tMG4HJYOKfD+c/mgoWocrNzNfm3B7rtnZ2t7mtVWpa8N40Bl3G55PBMnCo93QzVBo1xzaG4ujqRKOerej8ai+a9W9HCZ+SBT7e4+Cbce/dtNGebma2p3x8DzzIu2FlHEu6EXc+wmJ57AXzv/1a1UKhVlms8+9UHzAHxUWtecvGAOzesc9q3a7tIQA0a9EoxzIcHR2o37AOly5csZnZ3bNzP65uLgTXq2W1zqdsGZ4bOYjXx7zIoGf6UDHAvyCnUSyUz/jsur7buq1d22Vua+Xz8dn1IN8GlXHydCPmgbaWydHDhdpD2tP4tR7UeaYDpaqVL/Cx/nWMpsL9s0PSFTnD/PnmHwcDBw4EoHv37rzzzjssXLiQ8ePHo1QW/jOA/NQhNNQ8mUabNnnPmNxv7969jB49Gr1ez59//skTTzzxkLXPP2VJ89M5013rCQNMyfGY0rQovAr2BE9dz/x0X39sp+0NnN1w6DoS/bnDGE7vL9AxioprkC8ASTYmWki7E48+SYtroG+eyirftyV+3Zpw4Lmv0cUno/Zwznd9POtXwqO6P7FHL6NPSMn3/qJ4ymxDKTYmj0nPaGcueWxnZfu2wrdbU4489yX6+ORcx4RqSrpR++uXuLXxIJGrrH+Y2iP3QPNnWaKN65l6Jx5dkhb3oLx93gX0aUmFrk3YNeIb0uNT0Ljb9xhb74CyANy5ah08JN6JJzVJm7VNQTQbYJ5A8dxuy8DZv3YQAM4eLkzc/i0lfLyy1unTdKz94k92/pb/+QoeB4+M9pRg43tAm9GeMrfJC782tSnTqCpKBzUeQb74d6xHakwCB/9nOXlP3LkIzszeTM0XutB75zQith/HmK7Hu2FlStUJ5OiXy7n+1z8Pd3KPQGClCgBcvWzdy+jO7RiSEpMJrFQxxzIqBvqjUqm4esX2w/GrV65lHKsiB0OPWKxr274Fbdu3yPq30Whk1bINvPf2J2hTtPk6l6LmmdGO4sKs21rKnXjSk7R45iPbWqF1bco2qorKQY1noC+BHeqREpPA7k9sTxTlXasiHT8fabEsbMdxtoydhTbG/h96ikdLAltAp9OxZMkSPDw86Nq1KwBubm507dqVpUuXsnPnTjp06FCs6nD7tnnyGj8/vwId748/zGMEv/322yIJagEUTuYfY6Y02x/ypjQtCscC/GDTOKKu0RRTeir6U7aDVscuw1Go1KRvsr+xkhp3c/CZXRCpS9TmaTIZJx9P6kx5joiVIUQV8IeI2t2ZBt+PwmQwcnpy8RoXJB5O5gRP2bUzfaI2T5NAOfqUpManw7m5MoTbm/PWzmpOG4lCo+b0uN/yXuFiziHjWqUn2v680yVq8xSgOvt40mjys4St2kfEX0dy3d4eOGd8pmkTbbe11CQtzgUM3mu0q0fLIZ2IuhhB6FLLyXzcS5u7zHZ5qx/n955g+tApxEbGUKlJDQZNfYk+k57j1uWbnN15rEDHLkyZbSW79pSeqMUhH9fMr20dao/qmvXvhKtR7HrlJ2JOhllte/CjBSRev0OjiYOpOfLJrOXXtxzh2qbDeT5mYXLPmIApMSHR5vqkxCTcPdzyWEZStmWYt7tXjlabyndfzmTzhu1cuxqOUqmkdt0ajJ/4Jn0HdsfZxYmXnhuT7/MpSpntKC0hm7aWlL+2VqFNHRq+fK+txV2NYtPrP3HbRlv7Z9YGLm06RNyVKAw6PaWqlafpm70I6FCPHn+8zdJe/8Nkp5nFR0LeY2tFuiIDGzduJDo6mp49e+LkdG/WzcGDBwP3Mqn/pjq0a9cOgE8++YTjx48/0rKLmrpWMxSOzujPHoR06w9iVc2mqGs1I33LfLt4rU9hqffNSxj1hgJ3QVY6aWjyx1jcq5bj7LRlxOw7+4hrKP4Nan/zEia9nrMfzMnT9r49m1O2Z3POTZxr16/1KSxNv3oBo97AYRsT/ghLFYIrMeLHt9AmpvD7q9+iT9dbrM+cHCopJp7fRn1D1KUbpCWncmbHURa9NwuADi90e+z1LgqHJy9iTrlnWFBlJOu7fkj85UieXv0hgb2aW26oUNB82vM0GNePA5PmsaTeayys9iJ/P/MFnlX86Lruf5SqG1Q0J1EMxETf5aup0zl14iyJiUnExycQsvsAA3qO5NKFKzzdvTO1g4v/JJWFae+ni/i+wjPMqD6Sxd0/JPZKJP1XfEi1ns1tbht15BKpcUnoklOJOnKJNSO+JmL/WXzrVSLoiYZFcAaiOJPAlntB46BBgyyWt23bFj8/PzZu3EhsrPV07kVZh8xxtTdvFuzdoc8++yxff/01cXFx9OzZk2PHjhWs4g/BlGp+Oq9wtN39VeHojCkt/11b1XVz6Ibs5Ipjl+HoLx41z5Zsh3QZT+izy5Zp3J3R5dIl2H9Aa3w61uPEhD9Iv2v7iXZOlI4ams55G+9Wtbjw/Rou/rAm32WI4i0zU5tdO1O7O+fa9dxvQBu8O9XnzHt/oMtDO9N4ulJz6ghu/32EmzZe72DP0jOulYO77c87jbszumwylpkC+7emXMd6HHp/Dml3bWeR7JE24zMtu6ysk5tzttnc7PjXCeLV+e9jNJmYOewzoi5aj9/LPO75vaesXgN0btdxdGnp+AcXzyAts61k154c3J1Jz+c1A9CnpBF97Arbn/+W+MuRtPhiJI73TQpYZVBbqj3TgSPTlnFhwfasbs83dpxgx0s/oHF1ouF7/Qt2Uo9QZqbWPZtX57i5u2WbibUuw3Zm183dLWO73O/FVG0qK5aaX1nVuGn9XLcvTjLbkWM2Q5Uc3ArW1nQpadw6foV1L3xL7OVIOnw+Eue8TEBpMnFq0Q4A/BpVzfdx/1VkjK2V/3xX5IiICLZvN3dPyuwCbMuSJUsYNWpUsalDs2bN2Lt3L7t376Zt25xni8zOyJEjUalUjBkzhp49e7Jq1SoaNGhQoLIKwhh7CwCFly9EhVmsU7iWQOHonOP7Z21RlPZD5V8VY/QNjOEXrNYrS5RC4eKOukp91BNtj+dwGTMdAO2v71vO1lxMJGeM0XML9CX+xFWLdY7eJVC7ORN79HKOZZSoHQBAk9mjba736VCXnlF/En8qjJ2d3rdYp3QyB7Vl2gVz8ae1nJ26pGAnIoq15Iyxey5BviQ80M4cMtpZfC7tzKNOAAD1f7Pd9c67Qz263FpMwqkw9nV8D6dypXEo5UGZzg3ocmuxzX06nDJn0kI6jLeYrbm4S7xq/rxzD/Ll7gNd7py8S6BxcybmaM6fd161zWMC2/z6ls31fu2DGXpzAXdPX2NT5w8evtKPyZ0w89ha78CyhJ+ybGvu3iVwcnPm2vFLeS7Pv04Qry34AIVCyYxhn3L9hO12evuK+cHwgzMpg3lG5LSkVJzc8j/vwOOQkNGePAJ9rboLO2e0pzvH8vf9eT+TwUjkvjN41apI6bqB3MiYmLBc+2AAIm28bzT2zHXSYpPwyvh+KUpXL5u/uwMrVeTkccu6epcphZu7K8eOWE+GdL/rYREYDAYCgyrYXB8YVDHjWHn7HMp8362LS/FsU9mJy2hrngG+Vt2FXbxL4ODmzK3jD9fWIvafwbtWRcoEB3LNxoSFD9JmPCjVuDzcjNTi3+c/H9j++eefGI1GmjdvTuXKla3W6/V6Fi1axPz58wstsC1IHYYMGcK3337LnDlzeOWVVyhdunS25aelpWU7M/Lw4cNRKpWMHj2aXr16sXLlSho1ynmmwEfFeO0stOyBKqgOhjOhFutUlcxfnobr+evemvmKH102r/gxaZPQHd1pc52qcj2U7p7oT4Vg0ukwaYtnRiR6/1mqvtUT73Z1uLHGcgxxmYwfHdH7c75ud/+5iHqhk9VylasT5Xs1R3sjhts7T5DywHsjLYLaGes5M8V28CHsX+y+M/BWL0q3CyZqtWU7K92+LgB3bfy4vV/c4YuEu263Wq52daJsrxZob8QQvfN41rtwdbFJhC+03h7Au1N9nHxKcnPFXgyp6ehii+f9mZ3b+8/Cmz0o27YO19ZYft6VbWe+b2+F5nzfRv9zkUuu1vet2tWRgJ7NSb4ZQ+TOkyTn8L7X4ujSgbM88VpvqrcO5sg6y8nCarQxt7XLB/L2XZAZ1CqVSmY89xnXjmUfEF/Yd4on3+iDbxXrWVbdvNxxK+XBrcsF6xVV2KL2nyX4jR74ta3D1bWW7ckvsz3l8j2QG5eMmaHvn+1e5WD+2WjrlT5KBzUaNye0xWAW89B9h3hj7Iu0ad+CtSs3Waxr26FlxjY5jwdOTU3j2JGTNGxcj3Lly1rNjNy6XXOSk1I4cSxvs0DXb2T+7xIeXjzbVHYiQs/S+PUeVGhThwvrLNtaxbbBWds8DFcbbS0nvvUrAeZ33P6XmYrpK6KK0n86sDWZTCxcuBCFQsHMmTMJCAiwud3ly5c5ePAgR48epX79R9uFpKB1CAoK4q233uKbb76hX79+zJkzx2rf1NRUZs+eTUxMDB999FG2dRg2bBgqlYo33niDPn36sHz5cpo0afIIz9I2w9XTGGNvoa7dHP2hv+5lRx2d0bTsgUmvQ39ib9b2CjdPcHTGlBQHtiacUqpQ12mJyaC32O9+poS7pG+YbXOd07MfgLsn6X//WazH3kbvOUVy2C3K927Bldl/Zb3LVu3uTNU3e2JI0xG+7F43Tscynmg8XEi9FYs+o+vdzTWh3HzgxzWAs39pyvdqTsL5CI69/avFuszux2XaBXPp5w2c+UQmi/o3i9lzipSwW5Tt3ZJrv27Oyo6q3Z2p9FYvjGk6bj7QztQeLqTd186i1uwnao31BG7O/t6U7dWCpPPhnB77S9by1JsxFv++X5OVH+LkU5JzH823y7G3UXtPkxh2i4BezTn/219Z77LVuDtT+80eGNJ0XF1273PLqYwnDh7OaG/FZQ0/uLb2ANfWHrAq27V8aQJ6Nif+/A0OvGP78604uxBykuhrUTTs2ZJdczZlvcvWyd2Zzq/2Rp+m4+DK3Vnbe3h74uThQsLtWFLvmzzJv3agOahVqZj53FTCjlzM8biXDpwh6mIE1VrVoVqrOpzfey+D1+1d8/wWRzcUz1nzI/eeJiHsFkG9mnP297+y3mWrcXcm+A1ze7q8/F57ci7jiYO7Mym377UngFLBgcQ80CMDzJNJVejSiLS4ZO4cvvdw4Pahi/h3bkDwGz24fegCxvvGLdcb2welRk1UMZhvYe+uA4RdDadX36f5fdaCrHfZuru78caYF0lLS2f54nvvLi7jUxp3D3duR90hMfHeQ7OFc5fTsHE9Jnw4mtdfGp+1/JnhAwgI9GfBnKWkpqZlLa9VpzqnT56zqs9T3TrRf1AP4mLj2fG3fQ2zCA85Tdy1W1Tr2Zxjf/yV9S5bB3dnGr/WA32ajrMr7rU1lzKeOLo7k3w7zmJyszLBgdy20dYqtKlDpScbkRqfTOQ/99paqWrlib0caRXslm1YhUavdMOQrufiBuvPw/8UO+0uXJj+04Ht7t27uXbtGi1btsw2oAQYOnQoBw8eZP78+Y88sH2YOkycOJHU1FRmzJhB48aNadOmDTVq1ECj0XDt2jV27tzJ3bt3mThxYq71GDp0KCqVitdee42+ffuybNkymjVr9qhO0zaTkbT1s3EaMh6nYZPQn94P6amoqjdG6elN2t8LMcXfexqnaT/A/N7ZtbPQn7D+YlBVbYDCtYR50ig7ei9tfpkMRo69/SvNF71Hq9WTuLE6FH2yFr+uTXDx9+bU/xagDb933Wp+MJAKA9ty5K2fCV+yO4eSc1b3i+cp0y7YHCAnpVLtnb5W21xfssvi2P8Wy9du5ugJ81P5i1fCAFixfjOHjpq7TNUPrkW/Hl2KqnqFwmQwcmrsLBotfp+maz4icvV+9ElafLs2xbmCN+c+mo82/E7W9lU/GEy5QW05+eZMbiyx3WPiv8xkMHLgndm0/3M8nVdOImzNfvRJqfh3bYybvzf/fLyQ5PuyD/UmDKDSwDbsHz2LK0vt64dwfhkNRha99wuvzH2ft5b8j3/W7SMtOZW6TzWhVPkyrJoyn7sR99pa9/GDadqvHQvemcHB5ea25lLClVcXTMSlhBtndh6leus6VG9dx+I42oQUdv5+7/U9JqOJhe/O5PU/JzHqj/c4/tdB4iLvEtS4GgH1qhB+8gpbZxbP+QNMBiP73p1N54Xj6bJiElfX7EeXnErA0+b2dOiThSTd154aThhA5QFt2DtmFpfua0/dN00m9mw4d89eJyXyLmoXR0rWqIBvs+oY0vWEvP0reu29wO3c3K1U6t8Kv9a16b3rC27sPIEhVUeZRlXwblAZbXQ8R79a/livhS0Gg4Fxb33IguW/sGLDXNau3ERSUjJPd++Mf4VyfDLpSyLuy5y+N2k0A4b0YsxrH7Bs0b3/5ssWraFH7y706tcV/4rlCA05TEBQBZ7q1olrYeF88emPFsf936fjqRjozz+HjhF58xYqlYrawTVo2rwhqalpjHntA4vAGcxjbgc/a/4+LVXa/MqpJs0a8M1PUwC4ezeOKR9+VSjXKS9MBiPbxs2m1/zx9Fs2iQvr9qNLSqXyU43x8Pdm9+SFJN7X1lqOH0DN/m3YMnYWZ++bK2Hw+slEnwsn+ux1kqLuonF2pHSNCpRram5rW9+xbGsNXnqagA71uHnoAkmRMRh1Bryqlqdim9qYTLBz0hzir91+rNdCFH//6cA2c8KmIUOG5Lhd7969ee+991i+fDmffvopzs6PbnzEw9RBqVTy2Wef0b9/f3777Tf27dvHvn37MBqN+Pj40LFjR4YOHZo1A3JuBg0ahFqt5uWXX6Zfv34sWbKEli1bPuwp5sh47Sypcz9B06Yv6prNQKXCeDuc1O2LMZzJ35O4XN9d+y8SHXKGPT0/pvq7fSnXsxkKtYrEc+GcnrLIZib2UXDx9wbAyack1W0EtQDR+878KwPboydOs2bT1geWneHoiXtdcf9tgS3A3ZAzHOjxEZXf7Y9vz+YoM9rZ+Sl/2szEipzd2neWv3t9QvA7fanYoxlKjYq4s+Ec+3SxzUzsf8nF/af5rv+HPD2mPw26tUClUXHz/HXWfv4nR9fn3tac3F1w9TRP5lOzXX1qtrN+CB0TcdsisAW4duwSX/f8gKfH9Kdqi9o4ubkQezOaLdNXsWX6KtLv+6Fd3ETtO8um3p9Q7+2+BGa0p9iz4Rz+bDFheWxP/0xdgm+Lmvg2r4GTlzsmo4nkmzGcX7CdM79uJv6SZbdZXZKWDd3/R53XuuP/RAMq92+DQqUkJfIu5+Zt5cQPa0mJvFsYp5tv+/Yeos/Tz/L2e6/RvXcXNGo1585e5LOPv2Xdqs15KsNkMvH80Dd4bfQL9B3QnRdeGUZcbDyLF6zki09/zBo3m2nlsvU83b0TDRrVxcvLE4VSSVTkbf6ct5xZ0+dy+aJ1xjIgqAIDhvSyWhaQMbY3/PqNIg1sASL2n2VZ309oNrYvVbuZ21rMuXD2fr6Yi+vy1tZCpi2hfPOalGtWwzxJlMlE4o0YTi7cztHfNhP7QFu7suUIjh4ueNesQIXWtVFp1KTciePC2lCO/rb5ocb1/mtIxtaKIi4uTq6KyBf1j68VdRXsztafZBxEQTx9akpRV8HubKv1fu4bCQsxqv/0M94CO+CgK+oq2J0GOk1RV8HuTNQeK+oq2KV33eoVdRXszvCT04u6CvmimjK8UMs3TJxTqOUXBvk2F0IIIYQQQgh7YpKkyYPkPbZCCCGEEEIIIeyaZGyFEEIIIYQQwp7IGFsrkrEVQgghhBBCCGHXJGMrhBBCCCGEEHbEJBlbK5KxFUIIIYQQQghh1yRjK4QQQgghhBD2RDK2ViRjK4QQQgghhBDCrknGVgghhBBCCCHsiVHeY/sgydgKIYQQQgghhLBrkrEVQgghhBBCCHsiY2ytSMZWCCGEEEIIIYRdk4ytEEIIIYQQQtgTydhakYytEEIIIYQQQgi7JhlbIYQQQgghhLAjJpNkbB8kga0QQgghhBBC2BPpimxFuiILIYQQQgghhLBrkrEVQgghhBBCCHsiGVsrkrEVQgghhBBCCGHXJGMrhBBCCCGEEHbEJBlbKxLYinxL3R9e1FWwO+ucvIu6CnbJsdb7RV0Fu9Px9GdFXQW783zDd4q6CnZpnEJX1FWwO63izxR1FeyOi9qxqKtgl84o04q6CkI8dhLYCiGEEEIIIYQ9kYytFRljK4QQQgghhBDCrknGVgghhBBCCCHsibGoK1D8SMZWCCGEEEIIIYRdk4ytEEIIIYQQQtiRwp4VWVGopRcOydgKIYQQQgghhLBrkrEVQgghhBBCCHsisyJbkYytEEIIIYQQQgi7JhlbIYQQQgghhLAnMiuyFcnYCiGEEEIIIYSwa5KxFUIIIYQQQgg7IrMiW5OMrRBCCCGEEEIIuyYZWyGEEEIIIYSwJzLG1ooEtkIIIYQQQghhRwq7K7I9kq7IQgghhBBCCCHsmmRshRBCCCGEEMKeSFdkK5KxFUIIIYQQQghh1yRjK4QQQgghhBB2xCQZWyt2H9heu3aNunXrWixzdnamRIkSVK1alaZNmzJkyBACAwMtttmzZw/du3fPseyWLVuyYcOGrH97enrmuP3u3bsJDg4GoGvXroSEhOS4/bp162jdujUAU6dOZdq0aQDMnj2bfv36WW0/ZswY/vjjD4v9APR6Pb///jvLli3j/PnzaLVavLy8KF++PE2aNGHQoEEW1+iVV15h0aJFOdZt+vTpDB06NMdtHhVVleq4DB2BukYtFGo1+rArpK5aRvreHfkqR1HCE+cBQ3Fo3AKltzem1FQMNyJI2/4XaRvXWGzr1L0PqkpVUVeuiqpCRRQqNfHvvYX+5LFHeGaFKyC4Ej3HDKRSw2qo1Coizl/n79nrOLxhf572r92uPvU6NaJyw+p4lSuNSqPmdlgkh9btY8tv69Cn6XIt45kpL9LumScBGNv4BRLuxD3MKRU6j3pBVHm3P56Nq6LQqEg6G07YzxuIWhtaoPLUJVxptetLnMp6cWf7Mf4Z/Hmu+9ScNpIKwzsDsL32y6TfiS/Qse3Bur+2c+T4KU6fu8TFK1fR6fRMeX8svbp2LuqqFbrA4Mr0HTuQyg2qo9aoCD93nU2z13Jww7487R/crj4NOjWmSqPqlC7njUqj5tbVSELXh7B59lp0D9yfPgFladK1BcFt6+ETUBb3ku7ER8dzdv8p1k5fQeTlG4Vxmo+Uc3AVfEYPwaVhdRRqNannw4j+bQ3xG/bmaX/Pvh3x/2p0tuuvDJpA8oFTlvv0aodL41o4166EU7UAlI4awt/5jrgV2x7mVB65Bg3qMOGD0TRp2gCNRs2Z0+eZ/tPvrFq5Mc9lODg4MHrsSwwa1Jty5csSGxvHX5t3MPmTb4i+E2OxrbOzEyNfGEq9+rWpW68WlSsHolQqqVOzDdev225L6zctpHXrZjbXXbsWQXCttnk/4Uekbv3avDvhdRo1rYdGrebsmYvMmj6Xdas357kMBwcNr41+gX4De+BXzpe42Hi2/rWTz6f8QEz03Vz3X7D0Zzo+0YbU1DQCfetbrCtZsgRdezxBpy5tqV6jCr5lfUhOSubYkVP8OnMeO7fn/DvycaoYXInuYwZk/ea4cf46W2ev5588/uao1a4edTs1plLDapQq541Ko+JWWCT/rNvH37+tt/mbY1bYsmzL27d8J3PfmV7g8xH/TnYf2GYKDAxkwIABAKSnp3Pnzh2OHDnCl19+yTfffMNbb73FpEmTUCgsXzdcr149nnzySZtlVqhQwWqZl5cXL774os3tfXx8rJa9/vrruLq65rl8gClTptCzZ080Go3N9fczGAz069ePnTt3UrZsWXr27EmZMmWIj4/n+PHjzJo1C1dXV6vgH+DZZ5/Fz8/PZrl16tTJ9diPgjq4Ph6ffIlJl0767u2YUlJwaNkG9wn/I3m2N6mrluapHFVQZTwmf4XCzR3dof2kh+wEZxdU/hVwaNLCKrB1HfUWAMaYaEzx8Si8Sj3qUytU1ZrXYszciejSdBxcF0JaspYGTzVj1PS3WVp2Lltmr8txf7WjhtFzPkCXls750NOc2n0MjaOGWm3q0WfcEOo/0ZgvB31Eemp6tmXUbBVMu2eeJDVZi5Or86M+xUfOq2VNGi1+H2NaOpGr96NP0uLbtSn1fh3NOb/5hP28IfdCHlBz6gjUHi553r5UmzpUGN4ZfXIqalenfB/P3vz4y1xuRt2mpKcH3qW8uBl1u6ir9FjUaF6bcfMmoUvTEbpuL9rkVBp3acYbM97hzylz2PTr2hz31zhqeHfuJNJT0zkXepqTu4+hcXSgTpt6DBg3lIZPNOGzgZMs7s9+bw+mWY9WhJ+7xpEtB9EmafGvXoFWfdvR+OnmfDlsMucPninsUy8w12Z1CJj7MaY0HfHrd2NI1lKiSwsq/DSeyLKliZ69Os9lxW8JJfXMFavl6RHW7c/n7WdwKO+DPiYe/Z27OJS3/h4vaq3bNGPl6j9ITU1j5YoNJCYm0aNnF+bM+5Fy5cry04+/5VqGQqFg0ZJZdOrchoMHjrB2zWYqVQ5g2HMDaNu2OR079LMI0ry9S/Hp1PcBc1AaFxuPV6mSearv1M++t1oWH5eQx7N9dFq0bsKiFb+SlprGmpUbSUpKoWuPzvwy5xv+N9GXWT/NybUMhULBnD9/on2n1hw+eIwNa7cQVKkiQ4b1o1XbZnTrNJiYmNhs9x86rB/tOrZEq021+v0J0L1XF6Z9+xGRN2+xd3coUTdvU7acD127d6ZD59Z8MukrZv74+8NchkeiavNavDV3Irq0dA6v20dqspb6TzXlpeljWVZ2Lltnr89xf7WjhjczfnNcCD3Dmd3H0ThqqNmmLr3GDaHuE034etBH6Gz85oiOuM3+5TutloefCXtEZ2fHJGNr5V8T2AYFBTFhwgSr5fv37+fll1/mm2++QalUMnHiRIv19evXt7lfdkqVKpWv7d944w2bAW92AgMDuXr1Kr///jsvv/xyrtsvW7aMnTt30qlTJxYtWmQVDN+6dYvIyEib+w4bNozGjRvnuW6PnFKF2xvvgMlIwvg3MVy5BIB20VxKfPszLs+9SPreXRjv3MqxGIWzC+6TPgUg/q0XMYQ98INGqbLaJ+F/49FfuoAp9i6ur43F6emej+acHgOlSslzU0dhMpn4YuCHWR/u635Yzgerp9L73SEc3rSfuzeisy3DZDCy6ss/2TH/L1ISkrOWq9QqXpn5DvU6N6b9sC789YvtH+DO7i4M/+JVDm/Yj3spD6o1q/VIz/FRU6iU1Pr6JUxGIwd6fkzi6WsAXP56Bc03f0rV9wcRtf4AqRHZX7MH+XRtgl/fVpx573dqfv58rtur3Z2p/d0ootaG4lDKA6+WNQt8Pvbi4/dGU9HfDz9fH2bPX8p3P/9R1FUqdEqVkpGfv4LRaGLKgIlcz7g/V3+/lI/XTKP/u0M5uHE/MTfuZFuG0WBk2ZcL2Tpvs9X9+ebP42jQuTGdnnuKjbPuPbA7seso639exbXTVy3Kata9Ja/99DbDP32JCZ1HP9JzfWRUSspNfR1MJq4MfI/Us+ZzuP3DYiqv/hqfd4YRvykEXQ7X7H4JW0LznHGNeO9H0sNuortxB+9R/fAd/1yBT6MwqFQqfvjxM4xGE08/OZiTJ88C8MXnP7J95yo+/N/brFm9ifDwmzmWM2RoHzp1bsOypWt54fkxWcufHzmYb7+fwqQPxzL6zXu/j2JiYunVfRjHjp0iNjaeFav+oFPnNnmq8+ef/VCAM320VCoVX33/CUajkd5dh3H65DkAvvliBhu3LWHCpNFsWLOFiFyu24AhvWjfqTUrl63ntRfHZS0fNmIg0779iPET32LcmP/Z3Ld8BT8+mjKOWdPn0r3Xk3iXKW21zeXLYQwb9Cpb/9qFyXTv1S3fffkzG7Yt5r1Jb7Fy2TpuReWt7RcGpUrJs1NHYTIZ+WrgR0RkfKat/2E5E1ZPpde7QziyKTTH3xxGg5HVXy5i1wO/OZRqFaNmvkPdzo1oP6wLW2z85oiJuMP677LP3Apxv3/95FHNmzdnxYoVODo68sMPPxAREVHUVcrR66+/jqenJ1999RWJiYm5bn/o0CEAhg8fbjPD6+PjQ7169R51NR8JTd36qPzKk7ZzW1ZQC2BKSUa7dAEKjQOOnbrkWo5jt16oyviSMucX66AWwGiwWqQ7FIopNvcuRMVR9RZ1KBNQlgNr9lo8sdQmprBxxko0jhpa9G2XYxkGvYEN01dafMFkLt84cxUAVZtmH6wO+mgEGicHFn74a4HP43HyalUb10BfIleFZAW1APpELZe/X43SUUO5AXn70QagKeVOzS9GcmPpbu5sPZqnfWpMGY7KScOZCUX/9P1xad64Pn6+xS8DVphqtqiDT0BZ9q/dkxXUgvn+XDt9BRpHDa3zcH+u/WmFzftz3YwVAFR/4P7cs3yHVVALELouhMjLNyhftQJuJd0LdlKFzK1FXRwD/IhbsysrqAUwJqZwe/oylI4aSvbpWCjHTg45nueAuSi0bducoEoVWbZ0bVZQC5CQkMTXX83E0dGRwUP75FrOc8MHAfDxR19aLP/9t0VcvXKN/gN64OTkmLU8OTmFHTtCiI21z6ESrdo0JTCoAquWb8gKagESE5L44ZtfcHR0oP/g3B9oDx1mHhY29ZPvLJbP+2MJYVev06d/N4vrdr9vf5rCrVt3+PKzH7MtP2T3Af7evNMiqAW4fCmMtSs34+CgoVGT+tns/XhUa1GbMgG+HFyzNyuoBUhNTGFTxm+O5rl8phn1BjbZ+M1h1BvYnPGbo0rTf//D3kfNZCzcv9wcOXKE/v37U6FCBfz8/OjUqROrVq3K93ncuXOHCRMm0KBBA3x8fAgMDKRz58789lvuvVEe9K8PbAGqVKlCr169SE9PtxgzWxx5enoyZswY7ty5w48/Zv9hmKlkSXPXoMuXLxd21R45dR3zh7Xu6CGrdelHzMs0ta27UD/IsXUHTEYj6SG7UJbzx6l7H5z6DkbTtAWo/zWdErJkZkdP7zlute7UbvOyajkEpbkx6MwPAowG6wcCAHU7NqRlv/Ys+t9vJMY8/u5lBZGZHY3eecJqXfQO8zXzapH3L9VaX7yAyWDk7MS5edre+4kGlBvUlrMfzCE92j6umSiYGs1qA3Bq9zGrdSczllV/iB4OWfen3vb9aXMffc73dFFzbWq+Zkl7rB8SJe0+YrFNXjjXCqL0C70o/XJfSnRthcqzeAb0edGqdVMAdmy3Hme8betu8zatmuZYhqOjA40a1+XChcs2M7s7doTg5uZK/QaPZghSv/7defudV3jl1eG0at3UZhfcwtaiVRMAdtkYo7pzm3lZ85Y591hzdHSgQaNgLl24YjOzu3vHflzdXKhb37ptjnz5GZq3bMzY1yeSmppWkFNApzOPOTUU8X2b+ZvjjI3fHGcyfnNUfYig1KDTA9l/Prl4uNJ6cCeeerU3bYZ2xq+a7WF84vHavXs3Tz75JKGhofTu3ZsRI0Zw69YtRowYkaf4JdOJEydo3rw5v/76K9WrV+fVV1+lX79+uLi4sHlz3sfCZ/r3/erPRqtWrViyZAlHjhyxWH706FGmTp1qc59OnTpZddWNiYmxuX3jxo3p1KmT1fIff/zR5hhbJycnxowZY7Uc4OWXX+bXX39l+vTpvPDCC5QpUybb8+rWrRvfffcdn376KWFhYTzxxBPUr18fX1/fbPfJNG/ePLZu3Wpz3ZgxY3ByKtwxgKpy5QEw3LTOopti72JKSUHpVz7nQtRqVAGBmOLjcOreB+ehI1Co7nU9NkTeIHHyRAzXbGRy7ZRPQFkAbl+17mKecCeO1CQtZQJy/++fnVYD2gNwerf1l5irpxvDPh/Fkb8OcHBt8ZnUIjeugebrkXIlympd+p149ElaXALzds3K9m2Fb7emHHnuS/TxyWhyGWOrKelG7a9f4tbGg0SuytvEQcJ++Qaa788oG/dn/J04tEnarHu4INoMNGcuT9r4kWlLUN3KlK9WgcvHLpKSkFLg4xYmx0DzXA9pYdbBgz46DkNSCg4BtueDsKX0iB4W/zZq07j1/SKiZ614uIoWgUqVAwBzBu9Bt29Hk5iYRFClgBzLCAyqiEqlslnG/WVXqhTA/n2HC17ZDL/98Z3Fvy9euMKLI8dy9OjJhy47rwIrVQTg6uVrVuvu3I4mKTGZoKCKOZZRMbACKpWKK1esywCylgdWqsiB/f/cO3ZQRd7/cDS/zVrAoQN569HzIDd3V7r1fBKtNpUDj+C/ycMok/Wbw/r7895vjoJ/prUY0AG4FyQ/yL9mAM9MtRyad2rnUea8/ZPdPFwvNEU0xlav1/PWW2+hVCrZsGFD1sS548aNo2PHjkyePJmePXtmO5dQpoSEBIYMGQLAzp07qV3b8iGRXq/Pd93+M4Ft2bLmm+7uXcvup8eOHePYsWM29ylRooRVYHv37t2s2YvvN2rUKJuB7U//Z+++w6Oo1gAO/7Kb3gkJKZQ0ipRA6L2D0ntHsWFBQaUJ6EVEEFDsVBFEpPcuKErvvYUOCUkghBCSkJ7N7t4/Ntmw7KYSSKLf+zx5vMycOXP23N2ZOfOdMnu2ybwdHR2zbdhaW1szfvx4hg8fzldffcW3335rMh3oJr+aN28e48ePZ/HixSxerBvDVrZsWVq2bMnbb7+dbVfkpUuXZpvvsGHDnnnD1sxW1+DXJiaa3K9NSsQsm4m39Hk4OGKmNAdHR2wGvkrS4vmk7v4LM3NzrDp2w6b/KzhMmkbsO0NAlf1ESCWJjYOuIZUcb/ohNTkhSZ8mv2q0qk3LQe25ez2Mg2uMx6i9PPUtzC3MWfa/ktEFOVPmBE/p2TzYp8cn52kSKCv3UlT98jXubjjE/Z2nck0PulmQzSzMCfo4/11qRMmT+dtLyuH3aVvA32fNVrVpM6g9d66HsW+16ZeST5bl7e8+QKNWs2r67wU65/OgcNBd5zXZ1JkmIRllHupMFR7J3Unzid9/GlVENEpne+yb1MJj7BA8x7+GNiWV6CU5T3JT3Dg66qLNjx6ZHpoUH5+gT/M0eTyerqD+2PY3P/3wC+fPXSI2No4K3uV4/Y2BvP3OK2zasoSmjTsTHm56zo/C5uhoD+i6bJsSH5+AQ0aa3PKIjzOdR8KjBIN0oJts6sd504iMfMCMKcaTaOXVV99Nooy7K19/+VORdwfP/ZkjucDPHNVbBdJiUHvuXg/n0JrdRvv/WrCFMzuPEXnrLumqdMpWqUCnEb0JaF2H9xdN4Kten6LVyAxKz9v+/fsJDg5m8ODB+kYt6NpNo0aN4r333mPlypWMGzcux3wWLVpEeHg4s2bNMmrUApgXoNflf6Zhm53XX3+d77//Ps/pK1WqpB/XmhdXr17N1+RRmQYNGsScOXNYsmQJ77//Pn5+ftmm7du3L127dmXPnj0cPXqUs2fPcvz4cVasWMGqVav45ptveOMN48ltdu3aVbSTRxWGjC5OZkpzkreu1c+irAWSl/2Ksmx5rFq0wbJZS9L27CrCghZ/PjX9eWfWSJLjk5j/3rekpxm+KavfpQn1uzRl4cifiv2yPs9Kje/eRpuezuVPf8tTeo/ujfHs3pjz78/5Vy/rI54935oVGT57NEnxScwa9o3R7/NJFlaWfLRgHGUrlmPN18u5cjToOZW06CQeu2iwnE965ENiN+4h+eJNKm75jjIfDiR62R+glgfhZ2HuHMPJ4a5dvcmEcVOJj09g3PgRjPjwLcaN/aKISvd8vPfBG9StX4s+XV8jOTmlQHl88tlIevXtwu5dB/jx2wWFXMLiw7umP29lPHMsMPHMAbB+mmEA5tbpa8x5YwYjV06iSqPqBLavx5k/jz+vIhc7RbWO7cGDuqERbdq0MdrXtq2uV1FuS54CbNiwATMzM7p168b169fZvXs3KSkpVKpUiXbt2mFpaZnvsv0nxtgC+pmBS5cuGcu6KBQKPvvsM9LT0/nii9xvBNbW1nTs2JHJkyezefNmgoOD+fTTT9FoNIwfP57IyJxnFi4K2iRdpDa7qKyZrV220Vx9Ho/tTztm/CPK3GZesUpBi1nsZL41ze4NqY29bbZvVrPjHeDPyKUT0Wq1fD9kKnevG3YPt3OyZ9AXQzn3zymObtxfsIIXocxIbXZRWXMHm2yjuZm8+rXArV1tLo1fjOph7hO7WTjbUW3669zfdZq76w7kv9CiRMr87WUXlbWxt802mpsd3wB/xi37DI1Gy9evTOHO9bAc01tYWTBy4XiqNQlgy+z1bJ1TvLvgauJ113FFNnWmsLdBnc86e1zq9VAST17CvJQjVhXLFzifopAZZc0umurgYJ9tJDY/eTyerrAtXrQSgEaN6j6T/E15ZCKa+jgHB3vis4nmPpmHg5PpPOyfiAr7+XszZsJwflu4kiOHCtZ9+ONPRzBi1Fsc2HeUN1/5AE0xiEbm/sxhU4BnDj8+XPo/tFotPw6ZSsT1vE/sqtVqObhS12PFv94L+TqvKByZ8/r4+/sb7XN3d8fe3p5bt3IeApiWlsalS5dwdXVlwYIFNGzYkHHjxjFp0iQGDRpEgwYNCArK/wvZ/0zENvPtQp06dYq4JHnXsWNHGjduzKZNm4zGBufG2tqasWPHsmfPHg4fPszRo0fp3r14LWmjvqO7kCm9yqG+cc1gn1kpF8xsbdFcu2zq0CypKagf3EfpWgZtovFNKnObmZXpWQtLosgQ3UuaMr6e3L5oeOFwdHPG2t6G4HM3TB1qkneAP6OW6dZ4/n7IVELOG09E5lLWFQcXR2q1rcvCkHUm8/nuxEIAJncaU+zWl0vMGBtk6+fBo/OGM8daujlhbm9D3JmcJ2BzDPABoPYi00MI3NoE0iFyFY8uhnC47Xisy7piWdqRMu3r0CFylclj2lz8GYBDbcYZzNYsSq7MsbUevp6EPPH7dHJzxsbehlvnruc5P98Af8Ytn4SZmRlfv/IFwedz/m1bWFkycuF4AloEsm3eRtbOXJ7/D/GcpQbrxtZa+XiRctHwd2ju6ozS3pbkfNSZKeqHurF4CpuStX60fvxrRR/Onr1osK9MGVccHOw5fcp4UrzHhQSHolar9eN1n6Qfx3sz5ClLa9rDhzFoNBpsn+N655lja339vTl/znD9Zrcyrtg72HHmdM5jfkNDwlCr1dmOxc3cnnmuyi9UxNraijfeHswbbw82eUxErK4sVbwb8ijO8EXCx5+OYOTYYRw6cIxXB7xX4EmnCtt9/TOHB6HZPHOE5OuZw48Pl01EYabghyFTuG3imSM3CTG6urO0/fc82xVEUUVsHz3SXU8dHR1N7ndwcNCnyU5MTAxqtZqHDx/y9ddfM3nyZAYMGIBKpWLx4sV88803DBgwgBMnTuRraOR/ImJ748YNNm3ahJWVFV26dCnq4uRLZrR20qRJBTre3j7nMSRFKf3iWQAsaht3h7aso9umupj7BCnp53STMygr+BjtU5bXbVNHGk96UFJdO6Z7g1W9ufGM0TVa6LZdPZa3t1yZjVqFQsEPr31J8FnTD48JMfEcWPW3yb/Y+7rF6Y9uOsCBVX/rbzjFScxh3cOEa6uaRvtcW+vq7OHhS0b7Hhd78jphy3cb/UVs0k0IlXwnmrDlu4ncrusWpYpJMJk+bPluUiJ1dXZ3/UHClu9GFZNz5ECUHFcyfns1WgQa7QvI2JbXbsGZjVqFQsHMV6dwM5vfZ6bHG7Xbf97E6hnZz6NQnCQe1zXY7JsbL2ti30L3MvrxLsb5plBgE1AJANWd+wXPpwgcOqi7nrRu08xoX9t2uiXKDh48lmMeKSmpnDp5jsqV/Slf3ngSrtatm5KQkJhrQ6+g6tarhUKhIPT2nWeSvylHDumGjLVs09RoX6u2TQ3SZCclJZUzpy5QsbIf5UzUW4vWjUlMSOLcGd13Myz0Dst/X2fyLyE+kfT0dP2/01IN5/zIbNQePnicV/oNK3A35mfh2jHdvbGaiWeOahnPHJlpcqNv1CoU/PTal4SczXuD+HG+gbrfc3R48V2qS+QsszeCWq3mzTffZMSIEbi5ueHl5cWnn35Kjx49CAsLY/PmzbnkZOhfH7E9evQob7/9NqmpqYwbNw4vr7zPrFgc1K9fny5durBt2zaTa/CuX78eV1dXWrRoYTSl/okTJzhw4ADm5ubFciyt6uxp1BF3sGrVlpSt6/Vr2ZrZ2mHT72W0qjRS//lTn96slAtmdvZoH0bruzEDpOzYjFXbl7DpMwjV8SNZUdpSLlh3741WrSbt0L7n++GeocuHLnD/9j0adm/GP7/9oY+O2jjY0um9XqhSVRzZkPV5ndycsXG0Je5+rEF3Ie8afoxaNhGlUskPr07l1ulrT55KLyYimiXj55vcN3bVZJzLlGLNl0uK7djb6AMXSQqJxLNnU27/slMfHTV3sMH/wx5oUlXcXZvVXdiqjDPmjrakRsaQHp8MwL3NR7i3+YhR3jbl3fDs0YSEq2EEjcoaD5VyN9rg349rsOEzrN1LcWXSUhl7+y8TdOg8kbfv0bhbc/5avF2/lq2Ngy3d3u+NKlXFwQ179emdypTC1sGW2PsxBr9Pnxp+ukatUsnMV6dwI4ffJ2R1Pw5oEcgfv2xh1bTiO1nUkxIOnSP1dgTO3VsS/dtW/Vq2CgdbyrzfF02qipgNWRPLmLuVQulghyrqocGEU9Y1/I0ivigUeIx7FStfLxIOnyM9Kua5fKbCsnfvYf06sz/PW6Jfy9bR0Z7RY4aRmprKqhVZ60a6u7vh6ORA5L37BhMn/bZ4FQ0a1mHS5LEMfSOr18kbbw7E18+bxb+ufKoIobd3OR49ijea6MjT051vv9e9oF+7ZkuB88+vA/uOEhIcSs8+nVn08zL9WrYOjvZ8MOptUlPTWLsq64G5jLsrjo4OREZGGXRRXrZkLfUaBDLhs494/62P9duHvN4fH98KLF28Rl9vQReuMOaDz0yWp0WrxrhZuJrcP/aT4YwcO4yjh0/ycjFr1AJcOXSBqNv3aNC9Gbt/26Ffy9bawZaOGc8cRx975nB87Jkj5bHfZ4UaukatUqnkp1e/zPGZA8CrSgXu3bxjtLSZX53KvPRud9LT0jm13fie/F9SVBHbzEhtdlHZ+Ph4nJ2d85QH6HqoPqljx45s3LiRM2fO0L9//zyX7V/TsL1165Z+GR6VSkVUVBSnTp3i0qVLKJVKxowZw/jx442Oy2m5n5yW5Mmr7Jb7AdPLCZkyadIkduzYQXBwsNG+EydOMH/+fLy8vGjSpAnlypUjLS2Na9eusXv3bjQaDZ9//rnJBn1Oy/1kt3xRodKoSfhpJo5fzMTxq59I278bbVISlk1boHT3JHHhHDT3syKttq+9jXW7jiR8P53Uv7PWtkq/HETyhtXY9OqP0+xfUR0/DObmWDZsiqKUC4m/LUDzxJJC1n0HoSynm4bc4gXdGm02fQehadcBgLQjB1EdNV43sDjQqDUsGT+PkUv+x8erv+D41kOkJiZTp2MjXMuVYc3UJQZvMXuNG0zTPq35dcxsDq/bC+jGzI5aNhE7J3su7D1Dtea1jN7GJj1K5O9fi/e6z3mlVWu4OOpn6q36hIabJxGx6QjpCcl4dG6ITQU3rkxaSnJYVp1V/nQgZQe05MIH87iz+t/zUuR5W7dlJ2fO66KT12+FALB+205OnNF1naxdszp9unUoquI9Exq1hkXj5vLx7xP535qpHN16kOTEFOp3aIRb+TKsmPobDx77ffb/eDDN+7ZhwehZHFi3B9D9Psctn4Sdkz3n9p6mRrNa1Ghm/Pv889esGX5f//IdAloEEns/hpSEZHp+ZPwgcGDdboNzFxtqDXfGz8JnyWT8Vs8gbtt+1InJOHVogmU5dyK+XGQQafX4+FVK9WlL2JgfiF2fNXt7pa0/kHw5mJQrIajuRWPubI9dwxpY+ZUj7W4U4eON11Ys1f9F7Orp1uC0rqLrWurS/0XsG+nWdE08eYmY1X89y0+fI7VazYjhn7Bh02L++HMlG9ZvJz4+gW7dO+DtXY5PJ0wjNDQrEjpp8lgGv9ybYe98zIrlWWOrVyzfQK/eXejbrxve3uU4dPA4fv7edO32EiHBoUz54jujc0/9cgIupUsBUK16Zd22aRNISNA1Vn5fspqjGcvcNG3WkO9++IIjh09w+3Y4sTFxePuU58WXWmFvb8fqVZtYtXKj0TmeFbVazegPPmPl+l/YuP13Nm/4g4SEJDp3a0/5CmX5/H9fEx6atbzUJ5NG0n9QTz587xPWrNik375mxSa69+xAr75dqOBdjiOHTuDrV4FOXdtzOySMr6YWfOZjgH6DejDq4/dQqVScOXWB9z4wnujz8MHjHDmY90lLC5tGreH38fP5cMn/GLN6Mie3HiYlMZnaHRviWq4Ma5945ug5bjBN+rTitzFzOJLxzGHrZM9HGc8cF/eeoWrzmlRtbtiDKvlRIv/8+of+3+3f6kpA6zrcOHmFmLsPUKer8apcXnecFlZ+tpAHocVv/pj/gsyxtTdv3jRaeSUyMpKEhIRch37a2dnh5eXF3bt3cXJyMtqfuS0lJX8vev41Ddvg4GD9Mjw2NjY4OTlRqVIlxo4dy6BBg/D19TV5XE7L/eS0JE9eZbfcD5heTsiUSpUq8corr/Dbb78Z7Rs+fDh+fn7s3r2b06dPs2PHDlQqFWXKlKFbt268/vrrtGzZ0mS+OS33k93yRYUt/fwZHn08HJvBb2DZvDVmSnPSb98iafHPpB3Yk+d8khbNRX37Ftade2LVrgNotaTfvEHinO9IO2I8cY9lnQZY1DTs9mZZN2uRe03kvWLbsAW4eiSIr/pOpNvI/tTv0gSlhTl3roayfsYyTmzLfa1Uawcb7Jx1E4kEtKpNQCvjLoAPwu//axq2AA8PXeJYt0lUHNsXj+6NUZgrib8SxtWpK0xGYsXTO3M+iM07/n5i2yXOnM/qtvZva9gCXD5ykSl9PqXXqAE07NIUpYU54Vdus3rGUo5ty32mSBsHG+wzfp+1WtWhVivjB4SosPsGDVvXcrr1zp3LlKLXSNNvty8fvVg8G7ZA4tEL3Oo3DvePBuPUuTlmFuakXA3h3ozfiNuet2tx1C8bsQ2sgn2zQJRO9mhV6aTdjuD+rFVELdyE5pHxZIR29apRqk9bw231q2FXv5r+30XZsAU4sP8oL7XvzyeffkTPXp2xsDDnUtBVPv/sazasz9s1WqvVMrD/O4wc/Q4DBvTkveGvExMTx9Ila5ky5VuiHzw0OqZbD13j+XHde2RFVg4eOKZv2J47e5FNG3cQWLs6derUxM7elri4Rxw7eoplS9fluZyF6fCB43Tv8DJjJwynW8+OWFiYc/nSdaZO+pYtG3fmngG6entt0HCGj3yLPv278fZ7rxIbE8fKpeuZMfUnoqOfrgdA+QplAbCwsGDYiNdNpvlmBkXasAW4diSImX0n0nVkP+p1aYLSQsmdq6FsnLGck3l45rBxsMHOWTc0rkar2tTI5pnj8YbtuV0nsHW0pVxVb6o2q4m5hTmPomI5ufUw//y6PV/jev+1tGa5p3kGmjZtynfffcfu3bvp3bu3wb5//vlHnyY3zZs3Z/Xq1Vy9etWogXz16lWAXNfCfZJZbGysNl9HiP+89EHdiroIJc64ILeiLkKJ1Cf5X/Pu7blpGzStqItQ4rxRd0xRF6FE+lihKuoilDjNovI2FlFksTX/b08QVFDdnKsXdRFKnK/PLSzqIuRLctdnOymszVbT41vT09OpV68eERER7Nq1S7+WbVxcHG3btiU0NJQTJ07g7a3rBXPv3j0ePXqEu7u7QXT22LFjvPTSS1StWpUdO3bouy9HRkbSunVr7t27x/Hjx6lYsWKey/yfmDxKCCGEEEIIIcTTMTc356effkKj0dC5c2c+/PBDPv30U5o1a8aNGzeYOHGivlELMHnyZBo0aMC2bdsM8mnYsCHvv/8+ly9fplmzZowZM4YPP/yQZs2acffuXf73v//lq1EL/6KuyEIIIYQQQgjxX6DVFE1XZIAWLVqwc+dOpk+fzsaNG1GpVFSrVo3JkyfTq1evPOfz5ZdfUq1aNRYuXMiKFSswMzOjZs2afPfdd3Tt2jXf5ZKGrRBCCCGEEEKIPKtbty7r1q3LNd28efOYN29etvsHDx7M4MGm137OL2nYCiGEEEIIIUQJUlTL/RRnMsZWCCGEEEIIIUSJJhFbIYQQQgghhChBtEW03E9xJhFbIYQQQgghhBAlmkRshRBCCCGEEKIEkTG2xiRiK4QQQgghhBCiRJOIrRBCCCGEEEKUIEW5jm1xJRFbIYQQQgghhBAlmkRshRBCCCGEEKIE0WqLugTFj0RshRBCCCGEEEKUaBKxFUIIIYQQQogSRMbYGpOIrRBCCCGEEEKIEk0itkIIIYQQQghRgkjE1phEbIUQQgghhBBClGgSsRVCCCGEEEKIEkRmRTYmDVshhBBCCCGEKEGkK7Ix6YoshBBCCCGEEKJEk4ityDebFn5FXYQSp955VVEXoUSKVhZ1CUqeN+qOKeoilDi/nvqmqItQIl2u92FRF6HE2eEQWNRFKHF6JgUVdRFKpH7JErv6t9NqJWL7JPnWCyGEEEIIIYQo0SRiK4QQQgghhBAliFZT1CUofiRiK4QQQgghhBCiRJOIrRBCCCGEEEKUIBoZY2tEIrZCCCGEEEIIIUo0idgKIYQQQgghRAkisyIbk4itEEIIIYQQQogSTSK2QgghhBBCCFGCaDUSsX2SRGyFEEIIIYQQQpRoErEVQgghhBBCiBJEqy3qEhQ/ErEVQgghhBBCCFGiScRWCCGEEEIIIUoQGWNrTCK2QgghhBBCCCFKNInYCiGEEEIIIUQJopF1bI1Iw1YIIYQQQgghShCtNGyNSFdkIYQQQgghhBAlmkRshRBCCCGEEKIEkeV+jEnEVgghhBBCCCFEiSYR2yckJiYyf/58Nm/ezM2bN1GpVLi6uuLt7U2jRo0YMmQIvr6++vSdO3fm0KFD+n+bmZnh6OhItWrVePnllxk0aBBmZgXvAx8aGkpgYCAajYYvvviCDz74QL9v2LBhrFy5Ms95zZkzh8GDB+vLfPXqVdzd3Q3SXLlyhV69ehEREcHXX3/NW2+9VeCy55XCwxeLZj1QlK0ICiWaB+Gkn/gT9ZUTeTre+t2ZKJxcc0yTsnwamvDr+n/bjlucbdr0CwdJ+2NR3gpfhNxq+VF/VC/c61ZCYaHk4ZVwzv+yg5vbjuXp+PKtalKlb3NKV/PG1s0JhaU5CXeiuXfyGmfnbiMu+J7pA83MqNKvOS/0a4lLlXIoLM1JjHjIvZPXOfTZ76gSUwrxUz4fLrX8qDmmF271dHUZezmcywt2ELo1b3X5JEsnWzrvnoGtpwt395xnz+CvC7nEz49vzYr0HtWfinVewNxCSdiVUHYs3MLx7YfzdHzNVrWp064+leq9gGtZN5QW5kQGR3B02yF2LtyCKlVlkN7dx5MGnZtQs2Ug7j6eOJRyIO5BHJePXGTLnPVE3LzzLD5msbH1z92cPneRoCs3uH4rGJUqnamfjKJH5/ZFXbRnzqZmJdxHDsKu7guYmZuTfDWEBws3E7f9YJ6OL9WnLeW/+Sjb/TcHTCDx6EWDbc49WmHXoDo2NfyxruKDwsqCsDE/ELPun6f5KM+NfS1/yo8dgEO9KphZKEm6HMrdn7cSvTVvv88nKZ3sCNzzPVaepYnZc4bLg6Ya7C8/uh/lx/TPMY/IFf9wc/TcAp2/sAXWqcHYCSOo36A2FhbmXL50jflzfmPLxp15zsPS0oLhH71F3wHd8CrrSWxMHLv+3MuMKT/w4MFDg7T+FX1574PXqVW7Bp5eHjg42BN5L4qrl6/z89zfOLDvaLbnadKsAe+89yr1GgTi4OjAg6hozp25yMwZs7l08WqB66CwOAT64ze2L071K6OwUJJwOYzQ+du4vyX7z5QTcyc7Gu77BmtPF6J3n+XswOlGadpGrs72+Lur9nL5w3kFOve/hUweZUwato+Jj4+nQ4cOBAUF4efnR79+/XBxcSE6OppTp07x/fff4+vra9CwzTR8+HDs7OxQq9Xcvn2brVu3cuTIEc6ePcvMmTMLXKZly5ah0WgwMzNj2bJlBg3bzp07U6FCBYP0Bw8e5NChQ3Tq1ImAgACDfU/++0mnTp2ib9++xMfHs2DBAvr27VvgcueVosILWPUbDekq1JePoU1LQVmlHlbd3yPNYRXpJ/7MNY/0k39hZmVrvMPGAYu6bdEmJ6CJCDbarYl7gPqC8QOT5n5ogT7L8+TVuCqdl41DnarixpYjqBJT8OtYn/bzRmDn5cL5BTtyzaNCm0Dca1ck8uxNwvbGoFGpca7oRZU+zanUowl/vPoNdw9fMjhGYWnOi/M/wKd9HR5cus3VtQdQp6mwL+tKhda1OOFgW+Iatu5NqtJ6xTg0qSpCNh8hPSGF8p3r0/znEZzycuHKz7nX5ZPqffkqFo4mvpMlTNXGNfj494moUlUc3XqQ5MQU6ndoxIi5Y1gx9Td2/LIlx+MtrCwYu2QiaSlpXDkaxIX9Z7GwsiSgRSD9Ph5M3RcbMK2/bn+mPqMH0qhbM8Ku3Ob0X8dJTkim/AsVaNa7FfU7NWbmkClcPX4ph7OWbLMWLOHuvfuUcnbErbQLd+/dL+oiPRd2jQPwXTIZbaqK2K370SQm49SxCd5zxnHX05UHCzflOa+4v46ScumW0fa0cOO69BjzMpbl3EmPjiM96iGW5dyN0hRXjk1qUG3l/9Ckqniw+RCahGRcOjeiyoLRhHxemrs/b813nn7ThmKew7Ur7nAQfGO6sVFmUDusvEoTu/dsvs/7LDRt3pBVG34hNSWNTRv+ICE+kc7dXuSX337Aq+xXzJ+d/QvuTGZmZixZOZc27Zpz8vhZtm/5C19/HwYP6UPzlo3o1LY/0dEx+vRVq1emU9cXOXX8LCeOnSEhPhEPzzJ06NSW9h1aMX3K9/zwzc9G5/lozDtMmDiSiLuR7Nj+Dw+jY3ArU5r6DetQtVrlIm/YlmpancBVn6BJTSNy02HSE1Io07kBAb+M5LrXUkLnb8t3nlWmv5Hjdy1Tcuh9IlbvM9oeHxSS73OKfz9p2D5m3rx5BAUFMWTIEH788UejSGtISAhpaWkmjx0xYoRB9DMoKIh27dqxcOFC3n//fXx8fPJdHo1Gw4oVKyhdujQvvfQSK1as4NixYzRs2BCALl260KVLF4Njpk+fzqFDh+jcuTODBw/O87n27dvH4MGD9eds3/45RAfMFFh2eA20WlJWTEd7PwwA1aEtWA+ZiEWL3qivnkT7KDrHbNJP7jK53bz+S7r9QUdAnW60Xxv3ANWhzU/3GYqAmVJBy6+HotVo2NxnCtGXdA3xUz9spNfWL2j4cT9ubT9Owp2c6+3olys59NnvRtvLNq1O11UTaPTJADZ0+cxgX6MJ/fFpX4ej01Zxdt4TN7Kn6JlQVMyUChrOHAoaDbt6TSEmSFeXF77fSIc/viBwfD/Cth0nMZe6fFz5TvXx7dWUE5/8Rv1prz2jkj97CqWCN2cMQ6PRMrXf/wi9FALAph/XMHnzV/QdO5jjfxwh+k5Utnlo1BrWzlzO37/vJOlRon670lzJB/M/pk77+rR7tSN//Jz1Ozy/7wzb5m/kdpDhy6hGXZvy/uzRvPbl20xo/1GhftbiZPL4j/Au74WXhzsLl67hh/m5P3yXeEoF5aYPB62Wm/3Hk3JJ9/995E+rqLTpWzzGDiFuxyFUOXzXHvfor6N5jriGj5tFashdVHeicBvWB89xrxb4YzxXSgX+37wLGi0Xe04kKeMhP+y7tdT8YwYVJgwmevtRUsPzVmcALp0b4darBbcm/ILfdNO9tR4dCeLRkSCj7RauTpT9sDeqh494uPN4gT5SYVIqlXz70xdoNFq6d3qZoAtXAPj26zns3L2WTz4bybbNfxIedjfHfPoP6kmbds3ZsHYbw4aO0W8f8kZ/Zn4/mfETP2LsR5P02//asZttm41fyLt7lOGfAxsYPe59fv1lBY/i4vX7OnRqw4SJI/lj6y6GDR1DSkqq0WcpSmZKBS98+zZajYZT3T8nIeg2AMHfrqP+zmn4fzKA+9uOkhL+IM95unVugEfvZlwdv4gqM97MMW1KWBTB36x7qs/wbyWzIhuTMbaPOXFC1/V16NChJrsP+/j4ULly5TzlVb16dZo2bYpWq+Xs2bMFKs+ePXsIDw+nV69evPLKKwAsXbq0QHnlZMuWLfTr1w+lUsmGDRueT6MWUHhXRVHKHfWlo/pGLQBpyaiObsfM3AJljaYFzt+8ZnMA0s8feNqiFitlm1bDycedG5uP6Bu1AGnxyZyevQWllQVV+jTPNR/1E11AM905FERKbAJO3oaRCzuPUlR/tT13j10xbtSCbhaDEjaTgXuzajj4uhOy6Yi+UQugik/m4k+6uvTtl3tdZrJycaDBjNe4tfYAd/4++wxK/PxUaxKAu48nR7Yc0DdqAZLjk9gyZz0WVhY0790qxzzU6Wq2zF5v0KjN3L517noAXmhY3WDfgXV7jBq1AEe3HiLi5h3KVa6AfSmHgn2oEqBx/dp4eZScqGFhsG9SCysfL2I379M3agE08Uncn7sWhZUFpXq3fSbnTjh0Ls8N5uLEqVkANr6eRG08oG/UAqjjkwj/aQMKKwvc+rbKc37mpR3xn/E299fuJebvU/kuj1u/VigszIlatw+tyvhF8vPWrGUjfP282bh2m75RCxD/KIEfv/0ZKytL+g3skWs+L7+q67n25eTvDLb//utqQoJD6d23C9bWVvrtaWmm76uR9+5z/NhpLC0tKVfey2Dfp5+PJv5RAh+8N8GoUQugVqtzLeezVKpZDWx9PYjceEjfqAVQxycT8uNGFFYWePZrmef8LEo78MLXQ4lYs58Hf595FkUW/2HSsH1MqVKlALh582ah5lvQMbaZjdiBAwfSuHFjfHx82LRpEwkJCYVWtt9//53XX38dZ2dntm/fTqNGjQot79woK7wAgDrkotE+dfAFXZryVQqUt6JsRRSuZVFHBKONCjOZxszKFmWtlpg36ox5YCvMXMsV6FzPm1fjagCE7b9gtC9s33kAPBtVLXD+7nUqYu1sz8Nr4Qbb/To1QGlhzq1tx7Cws6ZSjybUfr8rVfq3wM6jVIHPV5TcM+oyYp9xXUbs1dWlez7qssFXr6NVazn1WeG/gHreqjaqAcDF/WeN9l3I2PZCo+pG+/JKrdI9rGnS8/7Qps5IqyniBz1RuOwzvmvxB4wfcuP3nwbArmGNPOdnU90P16E9cHu3N05dmqF0/ve9CHFqovvtxe47Z7QvsyuwY8b1LS/8v3oHrVpD8MRfC1Qe94G6Fw+Ry4vH2OSmzRoAsHfPIaN9e/7RDUFq0qx+jnlYWVlSp15Nrl+7ZTKyu2/PYezs7ahVO/fvZqlSztSpW4ukxCRuh2TdW6vVqELlKv7s23uYxIQk2rRrzvCPhvLm2y9TrUbBnn8KW6mmuu/Rw4x74uMe7tF9/5yb5P0++cLXb6FVa7j2v9/ylN7cyQ6vV9ri/WEPyg5ph13V8nk+179dZjzhWf2VRNIV+TE9evRgzZo1fPDBB5w6dYo2bdoQGBiIi4tLvvO6fPkyhw4dwszMjMDAwHwf//DhQ/744w8qV65MnTp1AOjXrx9ff/01GzZsYMiQIfnO80mzZ89m1qxZeHt7s2nTJpNjh58ls1K6qITmYaTxzsRHaFOTMXMpWOQiM1qrPrc/2zQK9wpYdXjNYJv61nlSty+EpHjTBxUDTj66OjE1uVNyVBxpCck4+ea93sq1qIFH3cooLM1x8vXAu20gydGPODx5mUE61wAfACyd7BiwbyZ27lmNWXWqimMzVnN+Yd4n5CgOHDLqKf6WcV2mRMWhSkjGwS9vdenTqykVOjdg3+vfkRaXhIVDyR5j6+HrCcC94AijfXFRsSQnJOPu41ng/Fv01z0IXzhg/GBuil+tipSrUoGbZ6+T9CipwOcVxY+ljy6ClRZs3HhIj4pFnZCElY+X0b7suL7ezeDfmuRUIn9cSdT89U9X0GLEOuP3mWLi96mKikWdkIyNX95+n669W1C6cyMuvzYDdVwi5vm8djk0rIpNxbLEn7xK8jXTL5KfN19/bwBu3bxttC/q/gMS4hPx9fPOMQ8f3woolUqCTeTxeN5+/t4cO2IY5fbz96FX3y4olQo8PMvwYsc2ODk58PHIz0lMyOrBUisw4wVFTCzb/lpB3fqBBvmsW72Fj97/FJXKdCT4ebDJ+K4l3TL+rqVFxZGekIytb96+ax69m1GmS0POvTqT9LjEPI2xdajhQ9Vv3jbY9uCfM1z6YC6qB4/ydF7x3yEN28d06tSJqVOnMmPGDGbPns3s2bMB8PX1pV27drz77rv4+/ubPHbWrFn6yaNCQ0PZunUrycnJvPPOO3h753zxNGXVqlWkpaXRv3/W7IMDBw7k66+/ZtmyZYXSsJ01axYKhYLVq1c/90YtgJmVje5/pCab3K9NS8lKkx8WViir1Eeblkr6ZdOz9amO70R99SSah/dAo0bhWhaLJt1Q+tfEqvdHpC6bWmxfV1lm3AjS4k3XmyohGct8PJiUaxFA4Dud9f+OC77Hrvdn8+BCiEE6G1cnAOp91JPwAxfZNnA6CXcf4tnwBVp+9QZNJr1MzI27hJl4q1tc5VqX8cl5aqDauDtTb8orhGw8TPifpwu1jEXFJuNzJ8WbbkQmJyRhW8DGe81WtWkzqD13roexb/XfeSrL2999gEatZtV043HhomRTOtgBum60pmgSklHm4buWFhbJnc/mE7//NKqIaJTO9tg3qYXHx0PwHP8amuRUopfkf5Kb4iizQaDO5iVPenxSnurMwr0UvlPeIGrDAWL+zNtKBE/SR2tXFI9oLYCjoy5K/+iR6ZfU8fEJ+jTZccglj4T4BINzPc6/og9jJwx/LG0iH773CevXGE7o5epWGoABg3sRejucXl1e5czpC/j5ezPjm8/o078bERGRTJ30bY5lfZbMHXXPYenZfteS89RAtXQvReUvX+fehoM82HkyT+e+PXcr97cfI+lmBNq0dOyqlsd3ZG9c29Wm1rJxnOz0P9AUz2e150FmRTYmXZGfMHz4cC5fvsxvv/3GsGHDaNy4MeHh4fzyyy80bdqUP/74w+Rxs2fP5quvvuLbb79l586dBAYGMnfuXGbMmFGgcixbtgwzMzP69eun3+br60vDhg05fvw4V68+/Qx5rVu3RqPR8O677xIbG/vU+RUXyqoNMLOyQX31BKSZnqFXtWc1mrs3ISUR0lLQ3L1J6rofUIdeQenlh7JSnedc6qJzdOpK5pd/mYVV3mRD18+IvRlBjw2fUbFHY4N0ZgrdBTQ5+hF/vf0jMdfvokpMIXT3WfaOXQhArbc7PffyFwcNvxmKJl3NyYnS6MqNb82KDJ89mqT4JGYN+4b0tJzH41lYWfLRgnGUrViOdd+u4spR44lrhABIPHaR6N+3kxYSgTY1jfTIh8Ru3EPwkEloUlJx/2ggKOWx53EVv30Pbbqa4IkFW+JOaW9D6a6NUSck82Czcbff/6pdf+7F3ekFyrkG0LhOB5YsXsXsn7/iy68+NUinUCj0/3379VEcOnCMpMQkLp6/zGuD3ichPpE33xqMpaVFUXyMQlX1u3fQpqdz7dPf8nzMjcnLeHTyOukxCagTU3h08jrnXv6KmENBONWuiFuHnLuTi/8eucKb4ODgQI8ePZg+fTo7duzgxo0bDB06lJSUFEaMGGFyZuSrV68SGxtLTEwMoaGh7Nixo8Br2J48eZJLly7RrFkzypc3HEswYMAAQNfwfVpz5syhX79+nD17lm7duhETE5P7QYVImxmpzSYqa2ZpnZUmH8xrtgAgPYduyNmUiPRzuinlFWUr5vu8z0taxltTSwfT9WZhb0NaNpGPnKQnpXL/7C12Dv2e2JsRtJzxJtYuWW+iM88bfuAi6SmGv4GwfRdIT0nDrebzj/w/jVzr0sEGVS516du3OWXbBnLik99IfVh449+LWnLG584uKmtjb5ttNDc7vgH+jFv2GRqNlq9fmcKd6zl3W7SwsmDkwvFUaxLAltnr2Trn39OVVGRRx+u6ZmYXYVTY22Qbzc2L1OuhJJ64hHkpR6wr/jvG52VGz5TZRMrMHWxzrTO3vq0o1bYOwRN+If1hwYbfuPZohtLWWrfcUFLxWeotM8qaXVTWwcE+20hspvhc8rB3sDc4lykqlYpbN0P4YuJMflu0kqHvvkKbdlkTEmbOjnz3zj0unDNcxuzBg4ecOnkWWztbKlUx3VvweUh/pHsOyy4qa+5gk200N5NHvxa4tqvN1fG/oirgd01Pq+XO8t0AODUoHuOQi4pWa/ZM/0oi6YqcB05OTsycOZM///yTsLAwLl26VKBxs3mVOWnUgQMHcHZ2Nplm1apVfPbZZ1hYFPwtnlKpZP78+SgUClatWkXXrl3ZvHkzpUuXLnCe+aGN0Y2tVbi4o458YgyLnSNmVjYm15/NiVlpL5RlK6KJvovmzvX8lyk5o2FiYZVzwiIUF6KrNydfD+Puwm5OWNrbcP+s8RqOeaVVa7h75BKu1b1xq+mr71ocmzG+Js3UDUyrRZWYgqV9AbqOF6H4YF1dOvh58PCJurR2c8LC3oboMznXpUsN3VCDFr98aHK/V+uaDL67jIdBt9nR/lOTaYqjzLG1Hr6ehFw0rAMnN2ds7G24dS7vvzHfAH/GLZ+EmZkZX7/yBcHnb+SY3sLKkpELxxPQIpBt8zayduby/H8IUSKkhejG1lr6epF80XDyRnM3Z5T2tiTl47tmijpGNxZPYWv9VPkUF5lja619PUk8b/j7tHBzRmlvQ/yZnOvMLkD3IrLKwrEm95dqXZsmEetJvBjMufZjTKYpMyizG3LuQwqep+DHxr+eP2vYy8OtjCv2DnacOZ3zsJnbIWGo1Wr9eN0n+eUwjteUfbsP8cZbg2nSvAG7/9at1nDzhu4Z5/Hlfx4Xl7HdxrrovrfJGd81Wz9P4s8bPpNZujlhbm/DozM5X88dMr5rAYtGmdxfuk0gbSNXE38xhONtx+VaJlW0rl6UtsX3WU0UDWnY5pGZmRl2dnbP/DyJiYls2LABW1tbevfubTLN6dOnCQoKYufOnXTt2vWpzqdQKJg7dy5KpZLly5fTtWtXtmzZgqur61PlmxfqsKtYNO6C0qcG6suG694pfQP0afLjaZf4UXj6Abo1bouru0cvU2d4N8q3CODmFsMxxOVb1gQg4ujlpzqHbcbEUI/PWHvn0CXqftCDUpXKGqW3dnHAprQjsTeNJ5cozu4fuQwfdMOzZQC3NxvWpWcrXV1G5lKXD05d54ad8UOHuZ0VPt0bk3g3moi9F0i8U3y/U6ZcORZEt+G9qdEikKNbDbsYBrQI1KXJY7fgzEatQqHg6yFfcPNszg/cjzdqt/+8idUzSv4s0yJ7CccuUub9fjg0r03cVsNrt0ML3bCQxGPGs+fnmUKBTUAlANLC7xc8n2Lk0ZFL8EFvnFvWIvqJLsDOrQKz0uQg/uRVIk009JV21rj2aEbqnQfE7j1LajbXLtsXKuBQuxJJV0JJOP10Lx4K2+FDJ/hw9Du0at2UTesNh5C1bttMl+ZgzmOKU1JSOXPqAvUaBFKuvJfRzMgtWzchMSGRc2fy9t109ywDQPpjyyGdPHGOpKRkvH3KYWVlSWqqYW+oyhmR2tDQO3k6x7MQc/gyPh/2xKVVTSI3HTbY59K6FgCxh3O+T8advMYdk/dJa9x7NCHlzgOi954nNY9r4TrV0fWqSwkreUt1FSYZY2tMGraPWbx4MbVq1dLPQvy4bdu2cfXqVZycnKhaNX9LqQQHB6NSqfD19c01wrpp0ybi4+MZMGAAs2bNMplm9+7d9OrVi2XLlj11wxZ0jdvZs2ejVCr5/fff9Y1bNze3p847J5qQS2hi7qOs1gizU7uy1rK1tMGiUWe06SrUFx+7Yds5YWZlgzYhDtJMdFFWKDGv3gStOp30i9mP9TFzLYf2YQRoDJcMUZStiEXDTmjV6brxucXUnYNBxN2OpGL3xlz49U/9WraWDjbUGd4NdaqKa+sP6tPblnHG0sGGpPuxBpMkudX0Jeq8cUS8XMsAfF+qR2psIpGnst7CRhy9zMNrdyjXvAblmtcg/EDWzbzhON1Y8JvbjhX6532W7h0MIj4kEp8ejbm66E/9WrYWDjbU+EBXl8Frs+rSuowzlo42JEfGosqoy9tbjnF7i/Hntivnik/3xsRdvcOxMQufzwcqREGHzhN5+x6NuzXnr8Xb9WvZ2jjY0u393qhSVRzcsFef3qlMKWwdbIm9H6PvxgzgU8NP16hVKpn56hRunL6W43kzux8HtAjkj1+2sGqajFv+t0s4dI7U2xE4d2/Jg9+26teyVTjYUua9vmhSVcRs2K1Pb+5WCqWjHar7D9E89l2zqeFvFPFFocBz3KtY+XqRcPgc6VHPd8jNsxJ74DwpIfdw69mciEV/6NeyVTrYUu6DXmhSVUSt3atPb1HGGXNHO9IiY/RdlKO3HCZ6y2GjvK3KueHaoxlJ18K4OWZetmXQR2tXFp9JozId2HuEkOBQevbtwi8/L9WvZevgaM+Ho98hNTWNtas269OXcXfD0dGeyMgo4h9lDSlZ+tsa6jUI5NNJoxg2NCtqPeSN/vj4VuD3xasN1p6tGVjdKEIMUK68Fx+M1M3s+8+urGFSSYlJrFu9hSGv92fk2GHMmPqjfl+f/t14oWoljh4+yf3IomvAxRy4QFLIPdx7NiXslx36tWyVDjb4fNgTTaqKiLVZn8myjDPmjrakRsagzrhP3t98hPubjxjlbV3eDfceTUi8Gs6VUT8b7LOrWp6k63fRPrEknFO9yniP6IYmLZ37W0xPECr+u6Rh+5hdu3YxcuRI/Pz8aNiwIZ6eniQmJnL+/HmOHDmCQqHg22+/xcoqf10funXrRlhYGOfOnct1huTMsbODBw/ONk2rVq0oW7Ysf//9NxEREXh6FnzJjUxmZmb8+OOPKJVKFi9eTJcuXdiyZQvu7gVbbidPtBrSdi7Gqt9orAdNQH35GNq0FJRV6qFwciVt9yq0j6L1yS1b9sE8oBmp2xcaNngzKCsGYmbnSPrVkzku12PR4CWU/rVQh19D++ihflZkhW910IJq11K0scX3LaBWrWHf2IV0XjaO7usmcmPLEVSJKfh1rI9DeTcOT1lO/GNvPRuO70eVvi3YM+pnrq7Niob03j6F6CthPLwcSkLEQyxsrXCpWgGvhi+gTktnz9hfSE/OumFrNVr2jl5A19UT6LhkDME7T5IY8RCP+pVxr12RqPPBnJljOONjcadVazg2ZiGtV4yj/YaJhGw+QnpCCuU718e+vBunJi8n8bG6DJzQD//+LTjy0c/cWlOwXgElhUatYdG4uXz8+0T+t2YqR7ceJDkxhfodGuFWvgwrpv7Gg/Cs30n/jwfTvG8bFoyexYF1ewCwc7Jn3PJJ2DnZc27vaWo0q0WNZrUMzpP0KJE/f82aqfb1L98hoEUgsfdjSElIpudH/XnSgXW7Dc79b7Juy07OnNc9GF+/FQLA+m07OXFG122yds3q9OnWoaiK92yoNYSPn4Xvksn4r55B7Nb9aBKTcerYBMty7tydugjVY5FWj3Gv4tKnLWFjfiBmXVajqtK2H0i+HEzK5RBUkdEoneyxb1gDK/9ypN2NInyc8ctil/4vYltft06ndRVv/Ta7RrpeQ0knLvFw9V/P8tMXjFrDjdHzqLbyf9TYOEU3xjUhGZfOjbAuX4aQz38j9bHfiPcnL1Omf2uufzibqDV7nvr0ZhbmuPVuYdSALi7UajWjRkxk1YZf2PzHMjZt+IOE+EQ6d3uRCt5lmfTpV4Q9FgX9dNIoBgzuyQfDJrB6xUb99tUrNtK9V0d69e1CBe9yHDl0HB8/bzp3bc/tkDBmTPnB4LyfTx2Hr18FTp86z52wu2g0Wnx8y9OmfQusrCyZ89MiThwzXK952uTvadKsASPHDqNBo7qcO3sRPz9vXuzYmpiYWMZ+NOmZ1lVutGoNV0YtIHDVJ9Td/DmRmw6TnpBCmc4NsKlQhuuTlhpETv0/HYjXgFZc+mAuEav3Ffi8Fd7tgmu7OsQev0Lq3Wg0KjX2Vcrh0qomaOHq+EUk3zaxXOR/yH93PujsScP2MZMnT6ZRo0bs2bOHw4cPExmp+8F4enoycOBA3nnnnWc6tvb69escOXIEb29vmjVrlm06hULBwIED+eabb1ixYgWjR48ulPObmZnx3XffoVQqWbhwIV26dGHr1q14eHgUSv6maEKvkLp8GhbNeqCs2gAUSjRR4aTuXYv6yvHcM3iMftKo8zlPGqW+fgasbFGUKY+ZT3VQmqNNjEN9+TjpJ//K97jeonD3yGU29/6CeqN649+1EQoLJQ+vhHF0+ipubs1b1PTYjNV4NamGZ6Oq2Lg4oNVqSbgTzaVluzm/aCexN4zXlLx/9iYbuk6i3qjelG1aHUt7GxLuRnN69hZOz9ps0BAuKSIPX2ZXjy+oOaY33t10dRl7OYyzX64yGYn9L7l85CJT+nxKr1EDaNilKUoLc8Kv3Gb1jKUc25b7DKg2DjbYO+smXqnVqg61Whn3hokKu2/QsHUtp+uu51ymFL1GGjdqAS4fvfivbdieOR/E5h1/P7HtEmfOZ3Ur/dc1bIHEIxe42Xcc7iMH49ylOWYW5qRcDSFixm/EbTuYewZA1IKN2Naugn3zQJRO9mhV6aTdjiDyp1U8WLgJ9aNEo2Ns61fDpU9bg2129athl9HYBYpnwxZ4dPgiF7v/j/Jj++ParQlmFuYkXb7N7alLTUZiC5NLhwZYuDjyYPMh0mOK56R5hw4co9tLgxn7yQi69+yIuYU5Vy5dY+rn37B5w4485aHVanl14HuMGPk2fQd04+33XiM2JpYVS9cxY8qPREcb9gD49ZfldOvZgVqB1WndpikWlhY8iHrIrj/3svS3Nez9x/i7HBMTS+f2Axgz7n06dmlH/YaBxMbEsW71Fr6ZMZvbIeGFUh9PI+ZQEKe6fYbv2L64d2+CmbmShCuh3Ji6wmQktjA82HkSCyc7HKp749KyJgoLc9LuxxK56TBhC/7g0ZmbuWci/nPMYmNjpcEv8sVi/kdFXYQS5/fZRbe4eknmoM49jTC006Lgs8f+V/166puiLkKJdLme6QnTRPYSUi2LugglTs8kWeKrIFZY18o9kTBQ79qCoi5CvgS98MYzzb/6lV+faf7PgkRshRBCCCGEEKIEKalL8jxLso6tEEIIIYQQQogSTSK2QgghhBBCCFGCaIq6AMWQRGyFEEIIIYQQQpRoErEVQgghhBBCiBJEi4yxfZJEbIUQQgghhBBClGgSsRVCCCGEEEKIEkQjC7YakYitEEIIIYQQQogSTSK2QgghhBBCCFGCaGSMrRGJ2AohhBBCCCGEKNEkYiuEEEIIIYQQJYjMimxMIrZCCCGEEEIIIUo0idgKIYQQQgghRAmiKeoCFEMSsRVCCCGEEEIIUaJJxFYIIYQQQgghShAZY2tMIrZCCCGEEEIIIUo0idgKIYQQQgghRAkiY2yNScRWCCGEEEIIIUSJJhFbIYQQQgghhChBJGJrTBq2QgghhBBCCFGCyORRxqRhK/JNm5BY1EUocaw0lkVdhBLpmKWqqItQ4nxsJnWWX5frfVjURSiRqp78saiLUOKMrDehqItQ4qgTJS5VENctLYq6CCVOvaIugHhq0rAVQgghhBBCiBJEIwFbIzJ5lBBCCCGEEEKIEk0itkIIIYQQQghRgmhkjK0RidgKIYQQQgghhCjRJGIrhBBCCCGEECWItqgLUAxJxFYIIYQQQgghRIkmEVshhBBCCCGEKEFkISxjErEVQgghhBBCCFGiScNWCCGEEEIIIUoQjZnZM/3LzenTp+nbty8VKlTAy8uLdu3asXHjxgJ/ntjYWKpWrYqzszO9e/cuUB7SFVkIIYQQQgghRJ7s37+f3r17Y21tTa9evbC3t2fLli28/vrrhIeHM2LEiHznOXbsWB49evRU5ZKIrRBCCCGEEEKUINpn/Jed9PR0PvzwQxQKBdu3b+fHH3/kyy+/5ODBg1SsWJEpU6YQGhqar8+yefNm1q5dy+eff56v454kDVshhBBCCCGEELnav38/wcHB9OnTh5o1a+q3Ozk5MWrUKNLS0li5cmWe83vw4AGjR4+mf//+vPjii09VNumKLIQQQgghhBAlSFHNinzw4EEA2rRpY7Svbdu2ABw6dCjP+Y0cORKlUslXX31FXFzcU5VNGrZCCCGEEEIIIXJ18+ZNAPz9/Y32ubu7Y29vz61bt/KU1+rVq9m6dSvLly/H2dlZGrZCCCGEEEII8V+iyX3i4mcic4InR0dHk/sdHBzyNAlUREQE48aNo0+fPnTu3LlQyiZjbIUQQgghhBBCPDcffPABFhYWfPXVV4WWp0RshRBCCCGEEKIE0VA0IdvMSG12Udn4+HicnZ1zzGPFihXs2rWLJUuWULp06UIrm0RshRBCCCGEEKIEKarlfjLH1maOtX1cZGQkCQkJ+Pn55Vj28+fPA/Dqq6/i7Oys/6tVqxYA//zzD87OzjRr1iyXWjAkEdsMiYmJzJ8/n82bN3Pz5k1UKhWurq54e3vTqFEjhgwZgq+vrz59586dDWb8MjMzw9HRkWrVqvHyyy8zaNAgzMzy9yZl2LBhBtNjK5VK7O3t8fDwoGbNmnTp0oWOHTtiaWlpdOyT5TFl69atNG/eHIDp06fnGPrv1KkTK1asyFf5C0pR1h+LNn1Rlq8CSiWayFBUh7ejvngkT8fbjJqNolSZHNMkL/wMze0rAJi5eGBeozHKSrUwc/HAzNYRbWIs6uAgVPs2on1w96k/0/PgWsuP2qN74VavEgoLJTFXwglasIOQrcfydHzZ1jWp2Lc5LtW9sXFzQmlpTsKdaO6fuMaFudt4dOue0TFmSgUV+zSj8uDWOPq4o7SyIPHuQ8L+PkPQgh0kRz3doP9nrUJNfzqO7Itv3coozZVEXA1jz8JtnNl+NE/HV20VSEC7uvjWrYJLWTeUFkqiQu5xeuth9izaTnqqyuRxZmZmNOzTkob9WuNZpTzmFubERkRz69Q11n++mNTElML8mIXKpmYl3D8ahG3dFzAzNyflaggPFm0mbvvBPB3v3Lst5b/5KNv9twZMIPHYRcNjerTCtn51bGr4Y13FB4WVBWFjfiB2/T9P81GeK5ualXAfOQi7jHpLvhrCg4V5r7dSfXKut5sDJpB41Lje7BoY11vMupJTbwWx9c/dnD53kaArN7h+KxiVKp2pn4yiR+f2RV20Z65CTX86P3ZNu3s1jN35uKZVy7im+T12TbufcU3bnYdrWmMT17S1xeiaVrtOAB9/8gENGtTG3MKcy5euMW/2YjZv3JHnPCwtLfhg5Nv0G9Adr7KexMbE8tfOvUyb8j0PHjw0SFsjoCpdur9Iq9ZN8fYpj6OjAxF3I9n9z36+mzmfexGRJs/RrHlD3v9wKNWqVcaldCnu3bvP6ZPn+On7Xwi6eOWp6qCwuNXyo/6oXrjX1T1zPLwSzvlfdnBzW96eOcq3qkmVvs0pXc0bWzcnFBnPHPdOXuPs3G3EBRs/cwBgZkaVfs15oV9LXKqUQ2FpTmLEQ+6dvM6hz35HVUy+a/8lTZs25bvvvmP37t307t3bYN8///yjT5OTBg0akJiYaLQ9MTGRDRs2ULZsWdq0aUO5cuXyVTZp2KILmXfo0IGgoCD8/Pzo168fLi4uREdHc+rUKb7//nt8fX0NGraZhg8fjp2dHWq1mtu3b7N161aOHDnC2bNnmTlzZoHK88orr+Dl5YVWqyU+Pp5bt26xc+dO1q5dS5UqVVi0aBE1atQweWxmeUypUKGC0bZu3bpRtWpVo+2VK1cuUNnzS+FbHeshn0J6GukXDkNaMspqDbHuP5JUx9KkH96Wax6qI39gZm38mc1sHbBo1AFtUgKaO1lvlSzb9cc8oCmayFDUV06iTU1G4V4ei8CWmFdrRMrv09Dcvlyon7OweTSpyovLx6FOVRG8+QiqxBS8O9Wn9fwRHPdyIejn3G/a5doE4lanIg/O3OROZAwalRqnSl5U7Nscv55N+HvIN0QcumRwTKt5w/Hp3IBHwfe4tfkomjQVbnUqEvBeF/x7NWVLh/8V28ZtpcbVGbbkE9JT0zi19TCpiSnU6tiA1+eMxNlzKXsW5vxdM7eyYNhvE1ClpnHj6CWu7D+HuZUlVVvUpOvHA6n5Yn1+GjAZVUqa4XGW5rwxdxQ12tXlzuXbHF+3j/Q0FaW8XKnWKpA/HGyLzUPgk+waBeCzZDLaVBVx2/ajTkzGqUMTKsweR4SnKw8WbspzXnF/HSXlkvEsiWnh9422uY9+Gcty7qRHx5Ee9RDLcu5P8zGeO7vGAfhm1Fvs1v1oEpNx6tgE7znjuPsM681jTMmut4KatWAJd+/dp5SzI26lXbh7z7hu/o0qNa7O+0s+QZWaxumth0lJTCGwYwPenDOSDZ5L2Z2Ha9p7Gde060cvcXn/OSwyrmndMq5pP2ZzTXtz7igC2tUl/PJtjj1xTbMpJte0Zs0bsmbjIlJT0ti4fjsJCYl06fYii5b8SNmynsyd/WuueZiZmbF01TzatmvBieNn2Lr5L/z8vXn51b40b9WYDm36Eh0do0//zQ+TqVc/kFMnz7Fx/XbSUtOoW68WbwwdTLceHeny0iBuXDf8PQ995xVmzJxIbEwc27b+RfSDGPwr+tCtRwe6dn+JAX3eZv/ew4VeP/nh1bgqnZfpnjlubNE9c/h1rE/7eSOw83Lh/ILcnzkqtAnEvXZFIs/eJGyv7pnDuaIXVfo0p1KPJvzx6jfcPWz4zKGwNOfF+R/g074ODy7d5uraA6jTVNiXdaVC61qccLD9Tzdsi2ryqJYtW+Lj48O6det455139GvZxsXF8d1332FpacmAAQP06e/du8ejR49wd3fHyckJgF69etGrVy+jvG/fvs2GDRt44YUXmDVrVr7LJg1bYN68eQQFBTFkyBB+/PFHo0hrSEgIaWlpJo8dMWIE7u5ZDw9BQUG0a9eOhQsX8v777+Pj45Pv8gwZMoT69esbbIuPj2f69OnMnTuXXr16sW/fPjw9PXMtT266d+9u9LbluVEosOr+Dmg1pCyahObebd32PeuweXc6lu0Hog46ijbuQY7ZpB/5w+R28yZddPvPHYD0rLfO6utnUR3YjCYixDCfgCZY9/sIq25DSZ41uuCf6xkzUypo+vVQtBoNO3pP4WFQKABnv99I1+1fUHdcP0K2HSfxTnSO+ZycupJjE3832u7ZrDodVk+g7icD2Nb5M/1210A/fDo3IOr0Dbb3nII2Xa3f13DyK1Qb+hKVB7fm3A+bCueDFiKFUsGA6W+j1Wr4sf/n3Lmk+67t/GkdozdNo+vYAZzdcZSYO9l/1zRqDdtmruLA0r9IfpT1llFhruTNeaMIaF+P5kNeYveCrQbHdR03iBrt6rJlxnL+nr/FYF9+e3U8V0oFZacPB62WW/3Hk3I5GID7P62i4qZvcR8zhLgdh1DdicpTdo/+OprniGv4+FmkhdxFdScKt3f74DHu1QJ/jOdOqaBcRr3d7D+elEu6eov8aRWVNn2Lx9j811teI67h42aRmllvw/rgWZLq7SlMHv8R3uW98PJwZ+HSNfwwf3FRF+mZUygVDMq4pv3w2DVtx0/rGJtxTTuTh2va1pmr2G/imvZWxjWtxZCX+OeJa1q3cYMIaFeXTcX4mqZUKvlu1lQ0Gi1dOw7m4gXdy+qZX81m1551fDppFFs27yQ8LOceWgMG9aRtuxasX7uVd97Mei547Y0BfPPDF3wycSSjP8q6T65bs5Vhb40h+FaoQT4jPnqLSV+MZcq08Qzs+7Z+u7m5OZ/87yMexcXToklX7t7Jilp26tKe31fMYeTod4q0YWumVNAy45ljc58pRF/SfbZTP2yk19YvaPhxP25tP05CLs8cR79cyaHPjJ85yjatTtdVE2j0yQA2dPnMYF+jCf3xaV+Ho9NWcXbeEy9qisl37b/I3Nycn376id69e9O5c2d69eqFvb09W7ZsISwsjClTpuDt7a1PP3nyZFauXMmcOXMYPHjwMy2bjLEFTpw4AcDQoUNNXpR9fHzyHMGsXr06TZs2RavVcvbs2UIro4ODA9OmTWPQoEHcv3+fb775ptDyLipK3xooSnuQfv5QVqMWIDUZ1b6NmJlbYF67ZYHzt6irWzg6/fRug+3pZ/YZNWoB1BcOo3lwF0WZ8mDrUODzPmueTavh6OvOrU1H9I1aAFV8MudnbUFpZUHFvs1zzUedTReziINBpMYk4Ohj+ILEoYKuu/fdg0EGjVqAsL/PAGBd2vTU70WtcpMauPl4cGrzIf0DIEBKfDK75m7E3MqChr1z/q5p0tX8NWejwQNg5vZd8zYBULGhYe8HJ/dStBjyEjeOXTZ6AATQarVotTmNZCk69k1qYeXjRezmffpGLYAmPon7c9aisLKgVK+2z+TciYfO5bnhV9wY1NulJ+ptbka99X429ZZQguvtaTSuXxsvj/9GdDpT5jXtpIlr2l9zN2KRx2van9lc0/7KuKZVMnFNa1kCrmnNWzbCz8+b9Wu36hu1APGPEvj+25+xsrJkwKCeuebzymv9AJjy+bcG23/7dRXBwaH07tcVa2sr/faFPy81atQCzPlpEUlJyTRuahi0cHFxxtHJgcuXrxk0agF2/bkXjUZDaVeX3D/wM1S2aTWcfNy5sfmIvlELkBafzOnZumeOKn0K/sxx51AQKbEJOHkb/obtPEpR/dX23D12xbhRC6DV6v7+wzTP+C8nLVq0YOfOnTRs2JCNGzfy66+/UqZMGX799VdGjBhRuB80H6RhC5QqVQowPQj6aTyLN5cff/wxABs3biwWN4+nofCtDoD65jmjfeobZwFQ+lQrWN7lK6MoUw51+A3DRnNu1Om6/2rUOacrQh5NdHVyd98Fo3139uoG43s0Nu5enldudStiVcqemKvhBttjr+n+7dWsOmbmSoN95dvVBnSN4uKoYiNdnV05cN5o3+X9uu+ff8OC15lapfu+aNSGt4LATo1QWphz9o+jWNlZU697M9q/14NGfVvh5F6qwOd7Huwa6oY7JBw4Y7QvYf9pgzR5YVPdD9ehPXB9pzdOnZuhdC6+L4+ehn0jXZ3Em6i3+KeoN7d3e+PU5d9bbyJ/KuVwTbuUcU17slGaH5nXNPUT17TaGde0M49d014shte0ps0aArB3t/HcI3v+PgBAk6YNcszDysqSuvVqcf3aLZOR3X27D2Fvb0dg7YBcy6PVaklXpaN+4qXw/fsPePDgIVWrVsarrIfBvvYvtUKhULB/X97mG3lWvBrrvmth+42fOcL26b5/no0K/l1zr1MRa2d7Hl4zfObw69QApYU5t7Ydw8LOmko9mlD7/a5U6d8CO4/i8137L6tbty7r1q0jNDSUiIgI/vnnH5Pdi+fNm0dsbGyeorXe3t7Exsayfv36ApVJuiIDPXr0YM2aNXzwwQecOnWKNm3aEBgYiItL/t+SXb58mUOHDmFmZkZgYGChl9XHx4dy5coRHh7O7du3jbo6z5o1y+QYW2tra0aOHGm0ffPmzVy7ds1o+8iRI7G2ti60cpuiKK27iGujI4z2aRPi0KYmY1bauLt1XphnRmtP7c4l5WPlKeuPwr0C6vAbkJJUoPM+D46+ureaj0xMtJAcFYcqIVmfJi+8WtSgTL3KKC3NcfTzoFzbQFKiH3H882UG6WKuhBO0cCfVh3ag196vCN99DnVaOmXqVqR0gC+nZ64j9M9TT/fhnhE3H933KCrY+LsWHxVHSkKyPk1BNOrXGoAr+w0fMsvX0M0KaONoy/92f4+Te9Y1JT1VxZavV7B3kemu9EXNytcLgNQQ4we69AexqBOSsPTxynN+rq93M/i3JjmVyB9X8uDngt28iqvMOkkLNlFvUbp6syqEeoua/++qN5E/mder+0V4TfvsiWuaKuOatqcYXNP8/HXdIG/dDDHad//+AxLiE/RpsuPjWwGlUmkyD13et/XnOnrkZI55devRAUcnBzZtMK6bcaMnM++Xmew/vNVgjO2LHVqxacMfTJ/yQ455P2tOGb23TE3ulBwVR1pCMk75eOYo16IGHnUro7A0x8nXA++2gSRHP+LwZMNnDtcAHwAsnewYsG8mdo+9OFGnqjg2YzXnF+4swCf69yjZ4a1nQxq26GYAnjp1KjNmzGD27NnMnj0bAF9fX9q1a8e7776rn9r6SZkNSbVaTWhoKFu3biU5OZl33nnHoH95YfLw8CA8PJzo6Gijhm1m2Z/k6OhosmG7ZcsWtmwx7k40bNiwZ96wNbO2BUCbTSNSm5qsT5MvllaY12iMNi2F9As5zxStZ2WDVe/30Wo0pP25LPf0RcjSQVcnafHJJvenxSfr0+RF2ZYB1Hi3s/7fj4LvsXfYbKIvhBilPT5pGQmhUdT730CqvfmSfnvoX6e5vSPnG3tRsnGwASA53vR3LSUhGZt81NnjqrYKpOmgdty7Hs7RNYYvUhxcdV2zO3zYh6sHzzNn8FRiIqLxb1CVAdPfptfEV4m8eZfLe88W6NzPksJB94JMk02daRKSUeahzlThkdydNJ/4/adRRUSjdLbHvkktPMYOwXP8a2hTUolekvskcSWFMqPe1E9Zb2lhkdz5zES9fayrN03yv6veRP48y2tatVaBNBvUjojr4RzJ5prW8cM+XDl4nlkZ17SKDaoycPrb9M64pl0q4muao5OuZ8OjR/Em98fHJ+LomHPvh8z92eeRYHCu7HiV9WDa1/8jKSmZGVN/NNq/eeMOoh885Odfv+PlIX3124MuXmHNqk0kJhbti3ZLx5yfOVQJ+XvmKNcigMB3sp454oLvsev92Tx44pnDxlU3yVC9j3oSfuAi2wZOJ+HuQzwbvkDLr96gyaSXiblxl7C9xr0WxH+XdEXOMHz4cC5fvsxvv/3GsGHDaNy4MeHh4fzyyy80bdqUP/4w/QZy9uzZfPXVV3z77bfs3LmTwMBA5s6dy4wZM57zJ9C5evUqsbGxRn+hocZjPgAWLVpkMn1uCysXZ+Y1mmBmZUP6xaOQavpCbHiABdaDxqJwK4fqn9VoQi7lfsy/yIkpK1lc9mWWVnqTrZ0/I+5mBJ02fYZfj8aGCc3MaPLVG9T5uA/HJv7OqsD3WVblLf56+WucK3nRZevnuNbKed2yf5sKNf15fdaHJMcn8et735Oelm6wP3M4QkJ0HIve/Y57N+6QmpjCpT1nWDn+ZwDaDO3y3Mv9PCUeu0j079tJC4lAm5pGeuRDYjfuIfjVSWhSUinz4UBQyq3oSdnW2xBdvbl/JPUmCt/j17RFuVzTFj52TQvac4YV/5FrWn6UcnFm1bpfcHMrzegPJ3LjRrBRmsGv9GH1hkVsWLuNujXbUt69Jm2a9yAyMooVaxbw+tBBRVDyZ+fo1JXML/8yC6u8yYaunxF7M4IeGz6j4hPPHGYK3XctOfoRf739IzHX76JKTCF091n2jl0IQK23Oz338hcnGrNn+1cSyV3xMQ4ODvTo0YPp06ezY8cObty4wdChQ0lJSWHEiBEmZ0bObEjGxMQQGhrKjh07CrSGbX7cu6frDlK6dOlndo7nITNSm11U1szKJttobk6yuiHnYSZRcwusB3+M0q8Gafs2otq/Md/ne97SMt7QW2a8sX+SpYONPk1+pCel8uDsLf5543vibkbQ5Os3sXLJehNdaUBLqrzchlNfreXqst36bs939pxn99s/YWFnTZ3xfXM4Q9FJznjTnF0Ew9reJtvIR3bKB/jx3tJP0Gi1zBsyjXvXw43SZJ736sGLRktmXNl3DlVqGuVrFs+XAZp43YQyimzqTGFvk21UMi9Sr4eSePIS5qUcsapYvsD5FDfqjHrLLipbKPV2Qldv1v+iehP58yyuaRUC/Bi+9BO0Wi1zcrmmXTFxTbuccU2rUAyuaY/idFHW7KKyDg522UZi9Xk8yi0Pe4NzPamUizMbtizhhaqVGDtyEmtXG/eOq1jJj29+mMyuP/cy8ZPp3A4JIzk5hfPnLvHqoPe5e+cen30+BisryxzL+iylPcr5mcPCvuDPHPfP3mLn0O+JvRlByxlvYv3YM0fmecMPXCT9ie9a2L4LpKek4VbTeBlO8d8mDdscODk5MXPmTMqXL090dDSXLhV9JC8kJITw8HBcXV2fWVfn50UTrWugmxpHa2bvpGvYmhh/mxMzt7IoK1RBExWOJvRqzokzG7UVa5F2YDOqv1fm61xF5VGwboF3R18Po302bk5Y2Nvo0xSEVq3h3uFLWNhZ41or66ZRrrVunbJ7h41/BzGXQkmNSaB0DZ8Cn/dZigrRfY/cfI2/aw5uTljb2+jT5EX5AD/eX/YpZmYK5g2ZRuh50xPP3b+lG2f55KyjoJtMJDUhBcsifGDJSWrGGFFT40HNXZ1R2tuSZmL8bX6oHz4CQGHzbIc9PE+ZdWLpa6Le3HT1Zmrccn6oYzLqzfbfU28ifzKvV2UK6ZpWIcCP4RnXtDlPcU1LSUjBohhc07LGv/oY7StTxhV7B3t9muzcDglDrVabzEOXd+Y4XuN8Mhu1ATWrMm7MFyxZvNpkHq3aNMXCwoKDB44Z7UtOTuH0qfM4ONrj61d0z3txIbrnCadsnjks7W2Ie8pnjrtHdM8cjzdUY2/pvr+ZDVzDg7SoElMwty7671pRKspZkYsradjmwszMzORkTEXl66+/BqBnz57FZr24gsrs8qv0r2W0T1kxEAB1PrsFZy7xozq1J+eEjzdqD25B9dfyfJ2nKN07olu6wKul8UyMZVvVNEhTULYZkzRoHpvBUWGpG5JvakkfhaU5FvbW2U7nX9RuHNPVxwvNaxrtq9pC9/27eSxvdZbZqFUoFMx7bRq3z97INu21wxcB8KhUzmifvYsD9qUdiQ4vnsuzJB7Xld2+eW2jffYt6ujSHLtY8BMoFNgEVAJAded+wfMpZhIy6sTBRL05FHK9pYX/e+pN5E9O17RqGde063m8pukbtQoFc5/ymuZQ2pGHxeCadvjQcUDXcHxS63bNDdJkJyUlldOnzlOpsh/lyhu/qGrZpikJCYmcPWM4W/CTjdrFC1dkew5LCwsAXF1Nz/KbudSPqR6Dz8vdo7rvUfkWxs8c5Vvqvn8RRwv/mePOId3zX6lKZY3SW7s4YFPakfjw7NdpFv9N0rAFFi9ezOnTp03u27ZtG1evXsXJyYmqVfM3nXlwcDDXrl1DpXr6h/2EhAQ+/fRTVqxYgYeHB6NHj879oGJOfesCmof3MK/ZFIXHY28jrWywaNkTbbqK9LP79ZvN7J0xc/UCK9PdYVAoMa/VAm16Ouln92V/4scatapDW1EV88minhRxMIhHIZH49WiMS/UK+u0WDjbUHNENdaqKm+sO6rfblHHGyd8Tiye6EZXOpguPV8sAKnSoR2psIlEnsx5w7p+4DkDNEd30jdxMtUf1QmFhzr3DT3dze1auHbrAg9v3qNu9KWWrZX3XrB1saP9eT9JTVRzfkPVdc3Rzpoy/F9ZP1Fn5Gr66Rq1SybzXZhBy+nqO571x7BL3rodTpVkAVZoZPhR0GTsQgDPbi3Yph+wkHDpH6u0InLu3xLpq1ndF4WBLmff7oklVEbMha2IZc7dSWPmVM+q6bF3DxMR7CgUe417FyteLhMPnSI+KeWaf43kzqLdqT9Tbe9nUm79xvdlkU2+e/9J6E/lz9dAFom7fo56Ja9qL7/VEZeKa5p7NNW34Y9e04FyuadePXSLiejgvNAvghSeuaV0zrmmni8E1bf/eI7p1Zvt2pUZA1rObg6M9I0e/Q2pqGqtXbtJvd3d3o2IlPxwc7Q3y+T0j0jrxc8NnrtfeGICvbwXWr9lKSkqqfrtzKSfWb/6NgJpVmfDxFBYtyPn54tgx3UoCr7zWHw9Pw5mF27ZvQcNGdQgPu5trdPlZunMwiLjbkVTs3pjS1bKeOSwdbKgzXPfMcW191jOHbRlnnP09jbouZ9dtuFzLAHxf0j1zRJ7KeuaIOHqZh9fuUK55Dco1N1wireE43frCN7cZR7r/SyRia0xmRQZ27drFyJEj8fPzo2HDhnh6epKYmMj58+c5cuQICoWCb7/9Fisrq9wze0y3bt0ICwvj3Llz+eo2/Pvvv/P333+j1WpJSEjg5s2bHD58mPj4eKpWrcqiRYvw8DDuEgLZL/cD0K5dO+rXr29yX5HQaEjd9DPWQz7F+s3JpF84DGnJKKs1RFGqDKk7fkcbm/Xm16L9ICzqtCJ1wxzSzxg3XJUv1MPM3on0oGOQ+Cjb01p2fQtlxVpo4mPQpqZg0dp4XGj6mb0G5y5OtGoNh8Yu5MXl4+i4fiLBm4+gSkzBu1N9HMq7cfyL5SQ89haz7oR+VOrXggMjf+bGmgP67d12TCHmchgPL4eSFPEQc1srSlWtgEejF1CnpXNw9C+kJ2fdsK8s+ZuKfZvh1bwGvfZ9zZ2950lPUeFerxJudSqS/CCO09+se651kVcatYaV4xcwbMknfLj6c05tPUxqYgq1OjagdLkybJy61CDK0HXcQBr2acWyMXM5vk73XbN1suO9Zf/D1smeS3vP8ELzAF5obvhgl/woib2/Zk00p9VoWT52HsNXTOTdxeM59+dxYiMe4le/Cj6BlQi7cIu/521+PpWQX2oNd8bPwmfJZPxWzyBu237Uick4dWiCZTl3Ir5cZBBp9fj4VUr1aUvYmB+IXZ81vr3S1h9IvhxMypUQVPeiMXe2x65hDaz8ypF2N4rw8bOMTl2q/4vY1dOtnWhdRXftdOn/IvaNdPWdePISMav/epafvuDUGsLHz8J3yWT8V88gdut+NInJOHXU1dvdqYtQPRZp9Rj3Ki4Z9Raz7rF625ZRb5dDUEVGo3Syx75hDaz8M+ptnHG9ufR/Edv6xvVml1FvSScu8bC41ttTWLdlJ2fO69bQvn4rBID123Zy4oxuttTaNavTp1uHoireM6FRa1gxfgHvL/mEj1Z/zumth0lJTCEw45q24YlrWrdxA2nUpxVLx8zl2GPXtOEZ17SgbK5pSSauacvGzuODFRMZtng8ZzOuaf4Z17TQC7fYVQyuaWq1mpHDP2XNxkVs3bGcjeu3k5CQSJduL1LBuxyffTKDsNA7+vT/+3w0Awf3Yvi741i1ImuujVUrNtKjdyd69+1KBe9yHD54Al+/CnTp9iIhwWFMm/K9wXmXLJtNzVrVuHb1JqVKOfPxhBFGZZs/9zf9uNxTJ86xbs0W+vTrxpETO9i+bRf3I6OoXMWfFzu0RqPRMGHslGdUS3mjVWvYN3YhnZeNo/u6idzYonvm8Ouoe+Y4PGW5QeS04fh+VOnbgj2jfubq2qxnjt7bpxB9RffMkRDxEAtbK1yqVsCroe6ZY89Yw2cOrUbL3tEL6Lp6Ah2XjCF450kSIx7iUb8y7rUrEnU+mDNztj7XuhDFnzRsgcmTJ9OoUSP27NnD4cOHiYzUjRXw9PRk4MCBvPPOO89kTdrsLF26FAClUom9vT2enp507NiRzp0706lTJywyuq6Ykt1yP6AbM1ysGraAJjiIlIUTsWjTD/OAJqBQookMJeWv5agv5u+tr3ld3bp7uU0apSjlpvuvQyks25ie7EgdHFRsG7YA9w5f5o+eX1B7dG98uzVCYaEk5nIYp6atInhL3t5gnpy+Gs8m1fBoXBVrFwe0Gi2Jd6O5umw3Qb/sJO6G4ThAVUIy27p+TsD7XanwYh0q9m2BmVJBUsRDrvz+N+d+2kJSxMNn8XELxfUjQfzQ9zM6jexLnS5NUFoouXs1lC0zVnBmW+7fNWsHW+ycdW/zq7WqTbVWxl1No8PvGzwEAtw+e4Nvu39Kp5F9qdykBtb2tsTcfcBfczby15yNpD12Iy9uEo9e4Fa/cbh/NBinzs0xszAn5WoI92b8Rtz2g7lnAET9shHbwCrYNwtE6WSPVpVO2u0I7s9aRdTCTWhMjNWzq1eNUn3aGm6rXw27jEYbUHwbtkDikQvc7DsO95GDce6SVW8RM34jblse623BRmxrV8G+uWG9Rf60igcLN6E2UW+29avhkku9/RsbtmfOB7F5x99PbLvEmfNZQ1n+bQ1b0F3TvjdxTds8YwWn83lNq96qNtXzcU2b2f1TOo/sS5XHrml/ztnIn8XomnbwwDE6vzSIcZ98QI9enTC3MOfypWt8Mekbk+vJmqLVanllwDA+HPUOfQd05933XyM2Jpblv69j2pTviY427DVRvoKu22zlKv4mG7UAK5dvMJhwathbYzl6+CT9Bvagc5f22Nha8/BhLH9s+5tZP/7CqRPnClgDhefukcts7v0F9Ub1xr+r7pnj4ZUwjk5fxc2teXvmODZjNV5NquHZqCo2Lg664M2daC4t2835RTuJvWE898D9szfZ0HUS9Ub1pmzT6lja25BwN5rTs7dwetZmg4bwf5G2ZI9IfCbMYmNjZX1fkS/m37xV1EUocdb8+t+e4KCgzlgUzzG7xdlbZkW75mFJpJW7YIFUPWm8JqfI2ch6E4q6CCXOqodniroIJdJUpwZFXYQSZ+DFOUVdhHxZWeP9Z5p/SasPkIitEEIIIYQQQpQoJXUc7LMkk0cJIYQQQgghhCjRJGIrhBBCCCGEECWIRGyNScNWCCGEEEIIIUoQmR7CmHRFFkIIIYQQQghRoknEVgghhBBCCCFKEI0s92NEIrZCCCGEEEIIIUo0idgKIYQQQgghRAkik0cZk4itEEIIIYQQQogSTSK2QgghhBBCCFGCSMTWmERshRBCCCGEEEKUaBKxFUIIIYQQQogSRNaxNSYRWyGEEEIIIYQQJZpEbIUQQgghhBCiBJF1bI1JxFYIIYQQQgghRIkmEVshhBBCCCGEKEFkVmRjErEVQgghhBBCCFGiScRWCCGEEEIIIUoQmRXZmERshRBCCCGEEEKUaBKxFUIIIYQQQogSRCMxWyPSsBX5Fvv3g6IuQomzVmld1EUokfqpXIq6CCVOs7hLRV2EEmeHQ2BRF6FEGllvQlEXocT5/uT0oi5CiTPfq3lRF6FEii1V1CUQ4vmThq0QQgghhBBClCAyK7IxadgKIYQQQgghRAkiHZGNyeRRQgghhBBCCCFKNInYCiGEEEIIIUQJIl2RjUnEVgghhBBCCCFEiSYRWyGEEEIIIYQoQTRmRV2C4kcitkIIIYQQQgghSjSJ2AohhBBCCCFECaKReZGNSMRWCCGEEEIIIUSJJhFbIYQQQgghhChBJF5rTCK2QgghhBBCCCFKNInYCiGEEEIIIUQJIuvYGpOIrRBCCCGEEEKIEk0itkIIIYQQQghRgsisyMYkYiuEEEIIIYQQokSTiK0QQgghhBBClCASrzUmEVshhBBCCCGEECWaRGyFEEIIIYQQogSRWZGNScM2HxITE5k/fz6bN2/m5s2bqFQqXF1d8fb2plGjRgwZMgRfX18AOnfuzKFDh/THmpmZ4ejoSLVq1Xj55ZcZNGgQZmZmANy+fZtatWrleO7y5ctz4cIF/b8DAgIICwvL8Zhz587h7e0NwLBhw1i5cqV+n1KpxN7eHg8PD2rWrEmXLl3o2LEjlpaW+auUQmBRtQqOQ1/DMqA6mCtJvxlMwqq1JP+zL0/H23Z6iVITx2W7P+q9kaSdOWe03bplc+z79sDcuwJm9naoI6NIO3OW+KWrUN+NKPDneV4q1azEy6NepmrdqphbmBNyJYSNCzdyYNuBPB3v4e1B215t8a/hT8WAirh6uBIZFsnrTV/P9hiFUkHb3m3pMLADXj5eWFhZ8CDiAcf/Oc7GXzYSExVTWB/vmShdy4/ao3tRpl4lzCyUxF4JJ2jBDkK2HsvT8WVb16Ri3+a4VPfGxs0JhaU5iXeiiTxxjYtzt/Ho1j2jY8yUCvz7NKPy4NY4+rijtLIg8e5Dwv4+w6UFO0iOiivsj1kgdeoEMOHTj2jQsA4WFuZcCrrKnNm/snHDH3nOw9LSko9Gvc2AAT0pW86TmJhY/ty5hylffMeDqGiDtDY21rw5dDCBtWtQK7A6FSv6olAoCKjWgtDQOybz37ZjOc2bNzK57/btcGpWb5n3D/yM2dfyp/zYATjUq4KZhZKky6Hc/Xkr0VsPFyg/pZMdgXu+x8qzNDF7znB50FSD/eVH96P8mP455hG54h9ujp5boPM/DxVq+tN5ZF9861ZGaa7k7tUwdi/cxpntR/N0fLVWgQS0q4tf3Sq4lHVDaaHkfsg9Tm89zO5F20lPVZk8zszMjIZ9WtK4X2s8q5TH3MKc2Ihobp26xtrPF5OamFKYH7PY2Prnbk6fu0jQlRtcvxWMSpXO1E9G0aNz+6Iu2jNRqZIfX0z+mNatmmJnZ8O168EsWLCUnxf8nq98zMzMeG/YawwdOpiK/j4kJCTxz+4DTPzsK4KDQw3SVqzoS5/eXXjpxVb4+/vg6upCZOQD9u47zIyvfuLq1ZtG+Q9//w1ebN+KatUq4+ZWGpVKxe3QO2zevINZs38lJib2aaqhwDxq+tF8VC/K1qmEwkJJ1JVwTizcwZXtebt/+rWqSY3ezXGv5o2dmxNKS3Me3Ykm/NQ1js7bRkyw4f3T1tWRph/0wLOmH07l3LBytCXpYTwPb0Vw+vddXNt58ll8TFHCScM2j+Lj4+nQoQNBQUH4+fnRr18/XFxciI6O5tSpU3z//ff4+vrqG7aZhg8fjp2dHWq1mtu3b7N161aOHDnC2bNnmTlzpkFaX19f+vXrZ/L8Tk5ORtuUSiVjxozJtsymjnnllVfw8vJCq9USHx/PrVu32LlzJ2vXrqVKlSosWrSIGjVq5KVKCoVlnUBcf/gKbVoaybv2oElKwqZ1C1ymTiKuzDwSVq7Nc17J+w6ium58k1BHGDc2HEe8i8OgfqijHpC8/xDaxEQsKvlj260zNu3bEPX2CNJvhTzNR3umajauyZSlU1Clqti3dR/JCck07diUCXMn4OrpysZfNuaaR436NRg8cjDqdDVhN8Io5VYq12MmzJlA005NuRN8h31b9qFKU/FCnRfo824fWvdszQedPii2jVuPJlVpv3wc6lQVwZuPoEpMwadTfVrNH8EJLxeCft6Rax7l2gTiVqciUWdukhQZg0alxrmSFxX7Nse/ZxN2DfmGe4cuGRzTct5wfDo34FHwPYI3H0WdpsKtTkUC3uuCf6+mbO3wvyJv3DZv0YgNmxaTkpLKhvXbiY9PoFv3Dvz2+yzKlvVk9qxFueZhZmbGytU/0659C44fO82WzTvxr+jDkFf70bJlY9q26UP0g4f69G5upfly+ieArlEaGxOHS+ncv4MA06f9aLQtLvZRHj/ts+fYpAbVVv4PTaqKB5sPoUlIxqVzI6osGE3I56W5+/PWfOfpN20o5o622e6POxwE36w2ua/MoHZYeZUmdu/ZfJ/3eanUuDrvL/kEVWoap7ceJiUxhcCODXhzzkg2eC5l98JtOR5vbmXBe79NQJWaxvWjl7i8/xwWVpZUbVGTbh8PpOaL9flxwGRUKWmGx1ma8+bcUQS0q0v45dscW7eP9DQVpbxcqdYqEBsH239tw3bWgiXcvXefUs6OuJV24e69+0VdpGematVKHNi3GRsba9au20ZExD06dmzLnNnTqVq1Eh+NnJjnvObN/Yqhbw7mYtAVZs/5FU9PD/r26UL7di1p2rwrN24E69NO/nws/ft158LFy2zZ+hfx8fHUqP4Cr7zch969OtO5y2AOHDRsGL7++kAA9h84SmTkfaysrGjYoA6fTRzNa68OoHHTzkRGRhVOxeRRhcZV6f/7ONJTVVzeeoS0xBSqdKhPj7kj2D3VheO/5H7/9G8dSNnaFbl79iYJe2NQp6txrehFQO/mVO/ehLWvf8Ptw1n3T0fP0tTo1Zy7Z25w7c+TJMcmYufqSMW2ten180ecXbmHneNzvzf9m8msyMbMYmNjpVby4Ouvv2batGkMGTKEH3/8UR9tzRQSEkJaWhqVK1cGsiK2V69exd3dXZ8uKCiIdu3akZKSwpkzZ/Dx8dFHbNu2bcv69evzVJ6AgADu379PZGRkntJnRmx37dpF/fr1DfbFx8czffp05s6dS5kyZdi3bx+enp7Z5pXQoWeezpkrpQL3VUtQurkR9db7+kapmZ0dbovmYu7pTmT/V1Hfy/kzZkZsY6Z8RdIff+Z6WoVLKTy2rEF9P4r7r7yFNjFRv89uQB+cP3yPxG07iP1yZg655M9bd6wLLS+FUsGCPQtw9XBlVI9R3Lp0CwBbB1t+2PID7uXceavVW9y/k/NDikcFD5xKOxF8KZi01DQ2XdtETFRMthHbyrUq88PWH7h65ipjeo9Bna7W73vn83fo/kZ3ln67lJU/rjR5fEH0U7sUSj5mSgU9983EzrMU27t9zsMg3Vt1Cwcbumz/AvtyrmxoPobEO9E55qO0skBtIurj2aw6L62ewIOzt9jW+TP9dtdAP7ps/4Ko0zf4o+cUtI/VWYPJr1Bt6EucmbmOcz9sKpTPCfBh3JF8pVcqlZw8vQuvsh60a92bCxcuA+DoaM/uvRup4F2WuoHtCAu7m2M+g1/uzdz5X7N2zRaGvjFSv/2NNwfy/Y9TWfzrSj764H/67XZ2tjRoUJuzZy8SExPH+o2Lade+RZ4itk72/vn6jLnZ4RBYeJkpFdQ+8BNWnqU532UCSUEhus0OttT8YwZW5ctwptkIUsPz/mDq0rkRLywcy60Jv+A3/S2TEdvsWLg6Uff0AtTxSZwMfAutKr0gn8qkFVaF825coVQw8Z/vcfZ04Zue/+POpdsAWDvYMHbTNFzKufFFm4+IufMg+zzMlbR/pxv7l/5F8qNEg+1vzRtFQPt6bJy2jH8WGL5U6DVxCG3e7MymGcv5e/4Wg32Z93mttvAek74/Ob3Q8npaR06cwbu8F14e7ixcuoYf5i8ulhFbG6/mT53H7r/X0aJFY7p0fZmdf+4BwMLCgr92rqJ580Y0a96No8dO5ZpPq5ZN+HvXWvbvP8JLHQeiUunuBx1eas22rcv466+9dOoyWJ9+yCv9OH8hiLNngwzy6devGyuWzSPo0lVqBbYx2GdlZUVqaqrRuSd/PpZPP/mIb7+dx7gJuf/+p3q2zjVNXpgpFby9eyYOHqX4vefn3L+ku39aOdgwZPMXOJVzZUHrMTwq4P3Tu2l1Bq6YQMS5WyzplnX/VJgr0Wo0aDWGvz9LO2uGbJ6Ma6WyLGw3jgfXTd8vCmLY+TmFltfz8Hmtd55t/ud+fqb5PwsyeVQenThxAoChQ4caNWoBfHx89I3anFSvXp2mTZui1Wo5e/ZsYRezQBwcHJg2bRqDBg3i/v37fPPNN8/lvFZ162BerixJu/4xiLRqExNJ+H05ZpaW2HZ6sdDPq/T0wEypJO38RYNGLUDKQV2jQOHsXOjnLSy1mtTCy8eLvZv36hu1AEnxSayesxoLKwva9mmbaz73Qu9x9cxV0lLTck0LuoYwwJmDZwwatQDH/zkOgJOLcS+B4sCzaTUcfd25temIvlELoIpP5vysLSitLKjYN/eHJ1M3ZYCIg0GkxiTg4ONusN2hQhkA7h4MMmjUAoT9fQYA69KO+fosha1ly8b4+Xuzds0WfaMW4NGjBL79Zh5WVlYMHNwr13xefW0AAJMnGb4Q+nXRSoJv3aZvv25YW1vptycmJrFnzyFiYopHV+zC4tQsABtfT6I2HtA3agHU8UmE/7QBhZUFbn1b5Tk/89KO+M94m/tr9xLzd+4P3k9y69cKhYU5Uev2FWqjtjBVblIDNx8PTm4+pG/UAqTEJ/PX3I1YWFnQsHfO3cw16Wr+nLPRoFGbuf2veZsAqNSwqsE+J/dStBzyEjeOXTZq1IKuQVuYjdripnH92nh5uOeesISrVMmPFi0as2fPIX2jFkClUjHpc9316s03B+Upr8x0kz6fqW/UAuz8cw979x7mxRdbUb68l37770vXGDVqAdas2cLVazepXq0KpZ/oqWKqUQuwbr2u14J/RZ88lbWweDepRikfdy5tOaJv1AKkxidzZM4WzK0sCOhd8Pvn7UNBJMcmUOqJ+6cmXW3UqAVIS0zh1r7zAEbHCCEN2zwqVUp34bl507ira0GZaiAXpY8//hiAjRs3PpebuVUd3bji1GPG4yRSjupeJFjWznns8eMsKlfEfmBf7F8egE3bVigcTTcY1GF30KalYVmzBma2hl37rJs11pXp5Ok8n/d5q9m4JgCn9xuX8fQ+3baARgGFft7Qa7obWu1mtVGaKw32NWjbAIBzh4zHMhcHHk2qAXB33wWjfXf36m6Q7o2rGu3LK7e6FbEqZU/s1XCD7THXdP/2alYdsyfqrHy72oCuUVyUmjVvCMCe3QeN9v3z935dmmYNc8zDysqSevVrce3aTZOR3T17DmFvb0ftOoXzvezTtyujxwxj2Huv0ax5w2J1LXVqUh2A2H3Gv4XMrsCOjavlOT//r95Bq9YQPPHXApXHfaDuJVfk8n8KdPzzUKmRrj6uHDhvtO/Sfl09PtkozQ+1SvdSSa02nGqldqdGKC3MOfPHUazsrKnXvRkvvteDRn1b4eSet27xovhr2UJ3X9/1t/G8HQcPHSchIZEW2YzdN5VXQkIihw6fMNr31669ALTIOF9uMhvG6U+89MxOp46633JQ0NU8pS8sFTJ+n8H7je+fwft1v9nyjQr++/SqUxEbZ3uinrh/ZkdpZYF342poNRqirhVetLYk0jzjv5JIxtjmUY8ePVizZg0ffPABp06dok2bNgQGBuLikr+ukpcvX+bQoUOYmZkRGBhosO/WrVtMn266m1L9+vVp166dwbb09PRs07u7u/PGG2/kq2w+Pj6UK1eO8PBwbt++jY+PT76Ozy/z8uUASA8zvphpHsagSUzCvFzZPOdn37+3YR4pKcQv+p2EZasMtz96RNy8hTiNeBf3Vb+RfOCwfoytVd3aJKzfROK63MeoFhUvX93b4Lshxg2ImKgYkhKS8PLxMtr3tEKuhrBp0SZ6vNmD+f/M5+Tek6hSVVStW5WKARVZ+u1SjvyVv26wz4ujr+6t7qNg4/HWyVFxqBKS9WnywqtFDcrUq4zC0hxHPw/Ktw0kJfoRxz9fZpAu9ko4lxbupNrQDvTc+xXhu8+hSUvHrW5FSgf4cmbmOkL/zH8UrjBlvv2/eSPEaN/9+w+Ij0/Az98nxzx8/bxRKpUm83g8b39/H44cfvoJPxYt/sHg39ev3eKtN0dx5ozxg9fzZu2rG8aREmw8AZ0qKhZ1QjI2ftkP9Xica+8WlO7ciMuvzUAdl4i5Q/ZjbE1xaFgVm4pliT95leRrOU82WJTcfHT1cd9EncVHxZGSkKxPUxCN+um6ZF7Zb9hwLl/DDwAbR1s+2/09Tu5Z93NVqootX69gz6K8T54miqdKFXVzn1x/bOxrJo1GQ3BIKNWqVkapVKJWZ9/ItLW1wcvLgwsXL6PRGD/2Z+afeb6c1K8XSI3qL3DixBni4kzPDzD0zcF4ebnjYG9P5fbdTgAAqspJREFU7doBtGrVhNNnLvD9Dwtyzb8wuWTcGx+auH8mRsWRmpCcr8ipT/MalKtbGaWlOaV8PajYJpCk6Ef888Uyk+ltSztS55V2mCnMsC3tiF/rWjiVdeXg9xuIvZ234Xjiv0MatnnUqVMnpk6dyowZM5g9ezazZ88GdBM+tWvXjnfffRd/f+NxX7NmzdJPHhUaGsrWrVtJTk7mnXfe0c9YnCk4OJivvvrK5Pnfffddo4atWq3ONn2NGjXy3bAF8PDwIDw8nOjo6GfesDWzswNA80R34EzapCQU9na55pMeEUHstz+RcvQE6qgoFI6OWNWtjdOwoTi9/zbalFSjhmriqnVooqJwnjAG+17d9NtTz54n+a9/QF1831XZOejqJPGR6XpLSkjSpylsCyYvIDIskjc+eYPur3fXbz+66yiHdxRsttfnwSKjQZAWn2xyf1p8Mpb5aDR4tQygxrud9f9+FHyPfcNmE30hxCjt8UnLiA+Not7/BlLtzZf020P/Os3tHUU/q6OjowMAjx7Fm9wfH5+gT/M0eTyerqD+2PY3P/3wC+fPXSI2No4K3uV4/Y2BvP3OK2zasoSmjTsTHl60M5pnTvCkfpRkcn96fBLKPHzXLNxL4TvlDaI2HCDmT+PoUF7oo7Urim+0FsDGwQaA5HjTdZaSkIxNPhv1maq1CqTZoHZEXA/nyJrdBvscXHW9ejp+2IcrB88za/BUYiKiqdigKgOnv03via8SefMul4rxpFsid45OGdenuGyuT48SUCqVODjYExub/dAIJyfHXPLRbc/L9fLXX39ArVYzfsKX2aYbOnQw9epm9Vr766+9vPr6BzmW8VmwyvjtpWZ3/0xI1qfJC98WATR8O+v++TD4HpuHzybyYojJ9LalHWk2Mms4jDotnd1fruD4AnnppJXJo4xIwzYfhg8fzquvvso///zDsWPHOHv2LCdPnuSXX35h6dKl/Prrr3Tq1MngmMwGsJmZGQ4ODgQGBvLKK68wcOBAo/zzM3kU6CYYyOvkUf9maWfOk3Ym6028JuoByTt3obp6nTKL5+E4dAiJGzcbNFYd3ngFh9de5tEvv5G0cxfahAQsKlXE6cP3cJ3zPQ8nfE7KweLbUCsKZmZmDJ8+nJbdWjJ/0nyO/nWUlOQUqterzjuT3+G7zd8xvv94rp+/XtRFfeZOTlnJySkrMbe1wrlyWWqN7EmnTZ9xcPQvBG96LGptZkbjGa/j16Mxxyb+Ttifp0hPTqNM/Uo0nDKEzls/Z2ffaUSfu5X9yYTe3DmLDf597epNJoybSnx8AuPGj2DEh28xbuwXRVS6wlXx2/fQpqsJnliwWT+V9jaU7toYdUIyDzYfyv2Af6EKNf15fdaHJMcnsei970lPMxxjnNmFPSE6joXvfqefMTlozxlWjP+Z936bQJuhXaRhWwJ8NnGU0bYff1qYbTS0qFhbW7N+7SKqvlCJ/02cwb792fdyatRY9zxZunQpGjeqx5dfTuDEsT/p2v0Vg/kQSpo9X65kz5crsbC1wrVSWZp+2JNX1n/GHx//wqXNxvXx4Fo4M7xfxkxhhqNXaap2a0yLMX0pW7cSm96bhbYYByLE8ydjbPPJwcGBHj16MH36dHbs2MGNGzcYOnQoKSkpjBgxgrQ0w4l4rl69SmxsLDExMYSGhrJjxw6DNWyLm3v3dF1NSpcu/czPlTlxk8LOdHTRzNYWTYLpqGRepAeHkHruAgonJ8x9sqLjVvXr4PjW6ySu20TC0pVooh6gTU4h7fxFosd+ijY9HacP3i3weZ+1xHhdndg5mq43W3tbfZrC9GL/F+k4qCO/z/ydHct3EBMVQ3JCMif3nmTau9OwsbPhtXGvFfp5C4MqIxJkmREZepKlgw1p2USLcpKelMqDs7fY/cb3xN2MoMnXb2LlkvW2vtKAllR5uQ2nv1rLtWW79d2e7+w5z563f8LCzpq64/sW7EMVkke5RBkcHOyzjcTmJ4/H0xW2xYt0M3E3alT3meSfH+kZkVplNkvzmDvYos7lu+bWtxWl2tYheMIvpD8sWJ259miG0tZat9xQUvFeriY5IxKUXVTW2t4m22hudioE+DF86SdotVrmDJnGvevGQ14yz3vl4EWjZYAu7zuHKjWNCjX98nVeUTQ+mzja6M/Z2TDCmhm5fZKDoz0ajUbfsyQ7mY3k7PPJueeKlZUVG9f/SuvWTZnx1SxmfDUr9w8GREfHsG37Ljp3eRlX11L8PO/rPB1XWFIzfntW2d0/7W30afJDlZRKxLlbrH/re6JvRtBh+pvYuGQf7dZqtMSFP+Do3K3s/3YdVTrUJ3Bg4cz8XFLJGFtj0rB9Sk5OTsycOZPy5csTHR3NpUuXcj+omAoJCSE8PBxXV1ejbtLPQubY2syxto9TuJRCYWdLevjTTQygyVjb0sw6a7kdq0a6iY5ST581Tv8whvTbYZiXL4eZTeEt0VOY7gbrxtaaGkdbyq0Utva2JsffPq16reoBcP6w8QQvwZeDiY+Nx6968XwIfBSs69ng6OthtM/GzQkLext9moLQqjVEHL6EhZ01rrWyxleVba2b6CvisPF1IeZSKKkxCbjU8CnweQuDfvyriZk2y5RxxcHBnls3Q3LMIyQ4FLVane1snfpxvLnkU1APH8ag0WiwtTP94PU8ZY6tzRxr+zgLN2eU9jYk38q5u7RdgO47VGXhWJpErNf/1T0xH4BSrWvTJGI9tXZlP4N9mUGZ3ZD/LtDneJ6iQnT1UcZEnTm4OWFtb6NPkxcVAvwYvuxTzMwUzBkyjdDzpid9vH9Ld518ciZl0M2InJKQgoWVZZ7PK4qOuWVZo7/bt3XPGDmNfVUoFPj6VCA44xqWk6SkZO7evYevTwUUCuPH55zG8lpbW7Npw2Lat2/JzG/m8L+JM/L9GcPD73L5yg3q1QvE5jk+nzzMuDe6mLh/2rk5YWVvQ0zI090/Q49cwtLOGs+auY9PBgjJmMiqwlNMWiX+naRhWwjMzMywyybqWJJ8/bXuLWDPnj2fS0Q59YxutkurhvWM9lk30q21m3bmKWbZVSiwrKpbgunxtXDNLCx0u51NL02jcHZCq1YbLc9SXFw4qrug12lRx2hfnZZ1DNIUJnNL3cgFp9LG9WZuaY6NnQ2qNNPT+Re1e0d03ba8WhrPyuvVStf4jDzydF27bDNmUdU89r1RZtSZqSV9FJbmWNhbZ7sEwvNy6KBuqabWbZoZ7WvbrgUABw8eyzGPlJRUTp08R+XK/gZLXWRq3bopCQmJnDn9bCZ3qluvFgqFgtDbRT9D5qMjupcYzi2NZ3R3bhVokCY78SevErn8b6O/B5t0M1en3nlA5PK/if7D9P8vti9UwKF2JZKuhJJwuvgPDbhxTPfbe6F5TaN91Vro6vH6sbz9PvWNWoWCua9N4/bZG9mmvXb4IgAelYxfrtq7OOBQ2pGH+VhvWBRP+w8cBaB9O+Mlo5o1bYC9vZ0+TV7ysre3o2mT+kb7XmzfCoADT+RlbW3NxvW/0r59S779dh4TPpmWz0+QxdOjDFqt1miG72cpLOO359vC+P7p20L3mw07+nT3T/uM+2fmDOa5p3fWpS+mz2nPiwbtM/0riaRhm0eLFy/m9GnTS8Bs27aNq1ev4uTkRNWqJe/tUUJCAp9++ikrVqzAw8OD0aNHP5fzpp48TXr4XWzbt8WiUtbEW2Z2dtgPGYw2LY2kP/7Sb1eUdsHcu7x+0qlMFlUqGWeuUOD43luYly9H6skzaKIf6nelndc9zNgP6GuUl23Prpi7lyHt4iVQFc9G2tlDZ4m4HUGr7q3wq5YVIbV1sKX/+/1Rpar4Z33WZDGlypSinH85bAs4+UqmSyd1D+P9hvfTN3IzvTzyZcwtzE1Gc4uDiINBPAqJxK9HY1yqV9Bvt3CwoeaIbqhTVdxcl7XcjU0ZZ5z8PbF4outV6WzeJnu1DKBCh3qkxiYSdTLrQfr+CV2jouaIbiieqLPAUb1QWJhz73DRjpXau/ewfp3ZgICs65ejoz2jxwwjNTWVVSuyJl9zd3ejUmU/HB3tDfL5bbFu9vFJk8cabH/jzYH4+unWyU1JMb0+Y154e5ejVCnjlyqenu58+71uXO3aNcZrkT5vsQfOkxJyD7eezbGt7qPfrnSwpdwHvdCkqohau1e/3aKMMzYVyxpMKBW95TA3x8wz+rv9pW7W0KRrYdwcM4/w79eaLIM+WruyeE8alenqoQtE3b5Hve5NKVstq7eQtYMNL77XE1WqiuMb9uu3O7o54+7vhfUTv8/yNXwZvuxTFEol816bQXAujfrrxy4RcT2cF5oF8EIzw4f2rmN182Cc3l48Z3oXeXft2k327z9C69ZN6fBSVtdVCwsLJn+uu179+utKg2NKly5FlSr+RmvMLly4HIDJn4/FIuMlOUCHl1rTqlUT/vprL6GhWS/YMrsft2/fku+//5lxE6bmWFYPjzJ4eRlHRkE3jtjDowy7dx80Gvb2LIUcCiLmdiTVujWmTLWs+6eVgw2N3+9GeqqKixuy7p92ZZxx8fc06rrsEWD6/unbIoDKL9UjJS6Ru6ez7p9lqlZA8cQyeQDWTna0/LgfALf2nH2ajyb+hWTyqDzatWsXI0eOxM/Pj4YNG+Lp6UliYiLnz5/nyJEjKBQKvv32W6ysrAp8jpyW+wEYOXIk1o91qc1puR+A3r17U7lyZYNtv//+O3///TdarZaEhARu3rzJ4cOHiY+Pp2rVqixatAgPD9MX1UKn1hAz/Rtcf/gK13k/kLxrD5qkJGxat8Dc04O4n+YZRFodhw3FrnMHYqZ8RdIff+q3l/ntZ1TXb6K6cQt11AMUjg5Y1q6FhXd50iPvEzPdsLte8u59pPbqhlXtWrivWULKgSNoEhKwqFIJ63p10KSkEPfTvOdTBwWgUWv48eMfmbJ0Cl+v/Zp9W/eRnJBM045NcS/vzi9TfuF++H19+tfGvUb7vu35btR3/L0uq1uiYylH3vzfm/p/Ky2UOLo4MvLbkfpti6Yu4lGMrjv3tt+30bZ3W2o3q82C3Qs4te8UaSlpVKtXjSq1qxD7IJZl35merr+oadUaDo9dSPvl4+iwfiLBm4+gSkzBp1N97Mu7ceKL5SSEP9CnrzuhHxX7teDgyJ+5seaAfnvXHVOIuRzGw8uhJEU8xNzWilJVK+DR6AXUaekcGv0L6clZjbcrS/7Gv28zvJrXoOe+r7mz9zzqFBVl6lXCrU5Fkh/Eceabdc+1Lp6kVqsZMfwTNmxazB9/rmTD+u3ExyfQrXsHvL3L8emEaQYPapMmj2Xwy70Z9s7HrFieNdndiuUb6NW7C337dcPbuxyHDh7Hz9+brt1eIiQ4lClffGd07qlfTsAl48GxWnXdtWrqtAkkJOjGa/2+ZDVHj+iWQ2rarCHf/fAFRw6f4PbtcGJj4vD2Kc+LL7XC3t6O1as2sWplMVimS63hxuh5VFv5P2psnKIb45qQjEvnRliXL0PI57+R+lgU0PuTlynTvzXXP5xN1Jo9T316Mwtz3Hq3MGpAF2catYYV4xfw/pJP+Gj155zeepiUxBQCOzagdLkybJi61CBy2m3cQBr1acXSMXM5tk63Nqmtkx3Dl/0PWyd7gvae4YXmAbzQ3LCxmvQoib2/Zs2kqtVoWTZ2Hh+smMiwxeM5++dxYiMe4l+/Cj6BlQi9cItd8zY/n0ooAuu27OTMed062tdvhQCwfttOTmRMxli7ZnX6dOtQVMUrVMP/z95dx1WR9Q8c/9AqIGCLStndoojdgS0ituuzrl1rd6665tqxFrkGtmIrJna3YismKl33+YNQvJdS8XL1+35evH4/Z86c+d6zM/fOmVP9R+FzeAubNv7L+g3befHCn0aN6lCieBEWLlrFyVMJZ6jv07sb48YOYdLk2Uya/Om76/CRE6z8140ev3XgzGlvdu8+QK5cOXFs68CbN+8YMGhsgnwWL5pOvXo1eP7cn4+BgSonuVq7bn18t+nChfLjvdsDX9/z3Lnrx8uXr8iaNQv29rYUKVyAp0+f02/A6DQoocQpoqLZPXwl7dYNp8P6sdzYfpLwoFAKN6yISb7sHJzixvvPfj9rDnOkZNvq7ByyjCsbP/1+dt0xmZc3H/Pq5iM+Pn+LXiYDchSxIJ9tzO/nrqEriPjs97Pibw3JX6csT8/e5sOzN0SEhmOSJxv5a5dB3zADN3b4qpxs6leimW2qaUsqtik0ceJEKleuzKFDhzhx4kT8bMS5c+emffv29OzZU2ld2tRKarkfgF69eiWo2Ca13A9AyZIllSq2Li4uAOjo6GBkZETu3Llp1KgRTZo0oXHjxgneQP4I4ecv8uqPAWTu0YWMdWuCri6R9/x4u2g5IQcOpyiPj+7r0S9eFINK5dHObIwiIpLIJ0/5sNqFQI8NKL6cECI6mtcDhmHk1IaMdWqSsX5ttPT0iH77juDd+/i41o3Ih4+++2f9ni6fvMzQ1kPpOLgj1ZtWR0dPh4c3H7J6+mp8tvsknwGQwTAD9drWS7Ato2HGBNvc5rrFV2xDAkMY3GIwbXu1pXL9ytRtWxdtbW1ev3jNTpedeC7w5M2LN9/vQ35nL07cYHfLSZQZ0hrrZpXR1tPh3Y3HnJ3myYNtSXe1jXPur//IZVeMXFWKkiGLMYpoBUHP3nDL9SDXV3jz/m7Csc0RgSHsdJhAyT4O5KtfjgJtq6Olo03w87fcXLefy/9sI/j520TO9uMc9TlFg3rtGDV6IC1bNUFPT5fr124xYdxMvDbtTFEeCoWC9u16MmhIT5ycWtK7bzfevXuPy9oNTJ48mzevlT9nsxYxlefPNW/RKP7/P3bUN75ie+niVbZs3k2ZssUpV64UhkaZeP/+A76nzuHqsjHFcf4IH05c5WrzMeQb2o5szezQ0tMl+MZDHk5x4c22tJ1tPUvDSuhlyczrrceJfJf0ZDjpyZ2T15jbdhyNB7WlXFM7dPR0eHbrEVunu3N+R/IPrxmMM2FoGtOLoHjNshSvWVYpzZsnLxNUbAEeXrzL381H02RQWwrblSCDUSbePXvNnkWb2bNoM+EhX9/LIL27cPkaW3fv/2LbdS5c/tRV/mep2F6/fhs7ewcmTRxG40Z1MDTMyO079+nbbxRLl61NVV69eg/n6tWb9OjRgX59fyMwMJgtW70ZO24G9+8/TJDWKvb7LXfunIwbq7o33JEjJ+Mrtjdv3WXe/OVUr1aFJo3rYmZmQkhIKHfu+jFl6lzm/7OSd+8CUl8A3+jRyRu4tpmE/eDWFGlaGR09HV7dfMyh6Z7c3JGy38/DM/7Dskox8tkWJVMWYxQKBR+evuGC20HOrvLmzRe/n1c3H0dLW4vcZQpgUaUYuhn0CHkXyOPTN7my8WiKzyt+LVoBAQFS4RepEtiwpbpD0Dj/e5o+J6JK7xyjsqg7BI0z4P2v/Qb7a+w2LqPuEDSSu4G8G0+tuWcT72UlVMtoXk3dIWikKbl/7RmDv0avy4vUHUKqDCvdI03zn3lpZZrmnxZkjK0QQgghhBBCCI0mr1uFEEIIIYQQQoNo6lqzaUlabIUQQgghhBBCaDRpsRVCCCGEEEIIDaKQeZGVSMVWCCGEEEIIITSIdEVWJl2RhRBCCCGEEEJoNGmxFUIIIYQQQggNIl2RlUmLrRBCCCGEEEIIjSYttkIIIYQQQgihQWSMrTJpsRVCCCGEEEIIodGkxVYIIYQQQgghNEi0QsbYfklabIUQQgghhBBCaDRpsRVCCCGEEEIIDSLttcqkxVYIIYQQQgghhEaTFlshhBBCCCGE0CDR0marRFpshRBCCCGEEEJoNKnYCiGEEEIIIYQGUaTx/5Jz/vx52rZti4WFBebm5tStW5fNmzenLHaFgn379jF48GDs7OywsLAgd+7cVK1aldmzZxMaGvpVZSJdkYUQQgghhBBCpIiPjw+tW7cmQ4YMtGrVCiMjI7Zt20a3bt148uQJ/fr1S/L4sLAw2rZti4GBAfb29tSpU4fQ0FAOHjzI5MmT2blzJzt27CBTpkypiksqtkIIIYQQQgihQaLVdN7IyEgGDBiAtrY2O3fupFSpUgAMGzaMOnXqMHnyZJo3b46FhUWieejo6DBmzBh69OiBqalp/PaIiAg6deqEt7c3K1eupH///qmKTboiCyGEEEIIIYRIlo+PD35+frRp0ya+UgtgYmLC4MGDCQ8Px8PDI8k89PT0+PPPPxNUauO2Dx48GIDjx4+nOjZpsRWpVummv7pD0Di62jrqDkEjjVE8UncIGieTroG6Q9A4LYOvqTsEjRQVpK72As211LyaukPQOCHPjqo7BI1UvKijukPQOL3UHUAqqWtW5GPHjgFQu3ZtpX116tQBvq5SGkdPTw+IadVNLWmxFUIIIYQQQgiRrHv37gGQP39+pX05c+bEyMiI+/fvf3X+rq6ugOqKc3KkxVYIIYQQQgghNEhKZi5OCx8+fAAgc+bMKvcbGxvHp0mtffv2sXr1agoXLkynTp1SfbxUbIUQQgghhBBCg/xsg0HOnz9P9+7dyZw5M2vWrMHAIPVDq6QrshBCCCGEEEKIZMW11CbWKvvx48dEW3MTc+HCBVq2bImWlhZeXl4ULVr0q2KTiq0QQgghhBBCaBCFQpGmf4mJG1sbN9b2c/7+/gQGBmJjY5Piz3HhwgVatGiBQqHAy8uLcuXKpb4wYknFVgghhBBCCCFEsqpWrQrAwYMHlfYdOHAgQZrkxFVqo6Oj2bhxIxUqVPim2KRiK4QQQgghhBAaJBpFmv4lpkaNGlhZWbFx40YuX74cv/39+/fMmTMHfX19nJyc4re/ePGC27dv8/79+wT5XLx4kRYtWhAVFcWGDRuoVKnSN5eJTB4lhBBCCCGEECJZurq6/PPPP7Ru3ZomTZrQqlUrjIyM2LZtG48fP2by5MlYWlrGp584cSIeHh4sWrSIDh06APDu3TtatGjB+/fvqVu3LocOHeLQoUMJzmNiYkLv3r1TF9u3fzwhhBBCCCGEED+KOmdFrl69Ot7e3vz1119s3ryZiIgIihUrxsSJE2nVqlWyx3/48IGAgAAA9u/fz/79+5XS5MuXL9UVW62AgAD1LIIkNFYxKzt1h6BxdLV11B2CRopS/GyT2ae9qGgps9SKluvsq8j9mXoBoUHqDkHjhDw7qu4QNFLxoo7qDkHjnLl7QN0hpErHkh3SNH/XK25pmn9akBZbIYQQQgghhNAgiiTGwf6qZPIoIYQQQgghhBAaTVpshRBCCCGEEEKDJDVz8a9KWmyFEEIIIYQQQmg0abEVQgghhBBCCA2iUEiL7ZekxVYIIYQQQgghhEaTFlshhBBCCCGE0CCy4JoyabEVQgghhBBCCKHRvrpie/nyZQYNGoStrS358uUje/bsFCpUiBYtWrBgwQJev36dIL2pqWmyf59r0qQJpqam5MyZk0ePHqmMoWLFikrHHT16NNnzNGnSJMnYsmbNSsGCBWnXrh2HDx9OtiwcHBwwNTWlSpUqqY5FVVxubm6Ympoyd+5clefz9/dn/Pjx2NnZkTdvXnLnzk358uUZMmQI9+7dU3lMXJ6mpqbMmTNHZZq5c+diamqKm1vaLMhcumwJ1q1fwvUHJ7nz5Azb97rj0KJBqvLQ19dj4NBeHDu7i3vPz3Pu+iFmzJ1A1mxZUnT8uvVLePruGveen080jZ19JdatX8KZq/u5++wcx8/vZuGKmRQrUThVsX4vpcoWZ43nIi7fP8aNR75s3uNKk+b1U5WHvr4e/f/syeHT27n19Aynr+3nrznjVJZb3nzmPHxzOdG/gcN6qTxHjdpVcfNazuX7x7j15DR7jm6iR69OaGv/+PdnpcuWYN1/i7nmd4Lbj0+zba8bTb/qWvuDo2d2cvfZOc5eO8iMueMTLbMnb68m+jd4eG+lY2yrlGfMpD9Zv3UV1x+c5Mnbq8xZOOWrP/O3Kl22BK7rl3Lz4SnuPT3Ljn0eOLRomKo89PX1GDSsF8fP7cbvxQUu3DjM3/NSfn+6rl/K84Dr+L24oLTPzMyEjl3assZjIacu7uGB/0Wu3TuO24Zl1KxdNVVxfk9lypXAbcMybj88jd+z8+za70mzlqkvt8HDenPyvDcP/S9x6aYPs+ZPIpuKcstfwJrZ/0xi/1Evrt07waOXlzlz+QCu/y2lWo3KSZ7Hzr4Sa90Xce3ucR69vMz5a4dY7brgh3+3lS1XEo+NK7j36CwPn1/E+8B6mrdslKo89PX1+HN4H05f2MuTl1e4eusoc+ZPVllmJUoWZcSYAXgfWM+Neyd5+uoqZy8dYOac8eTKnTPRc9hXs8Vj4wouXT/CY//LnLm0n2X/zqZ4iSKp/szfU8GCNni4L+XFsyt8fH+Xc2f30fP3zqnOR0tLiz69u3Hh/H4+vr/L86eXcXVZhLW1hVLaAgWsGTG8H4cObOLRg3MEB/rhd+8Mq1fNp3Dh/Crz79unO9u2rOPu7VO8f3eH1y+vc+7sPsaNHYyZmWmq400Ptu85yMSZ/+DYvT9lazpQomojtuzcp+6wfoiSZYqxwmM+Z+8e4uKDo6zfvZpGzeumKg89fT36DOnBXl8vrjw+ztEru5k8exRZspmpTG+QwYBuf3Rg8wFXztw5yNm7h9h2yJ0/BnXHyNjwe3wsjaZI4/9polR3RY6OjmbcuHEsXLgQHR0d7OzsqFWrFoaGhrx69YozZ84wduxYpk+fzpkzZzA3N48/NkuWLPzvf/9L1fnCwsKYMmUKy5cvT9VxZcqUoUED1Q+yFhbKX9qfxxYWFsaNGzfYu3cve/bsYeXKlbRp00ZlXg8ePODYsWNoaWlx48YNzp49S4UKFeLPM3z48ATp379/z9KlS8mXLx/Ozs7JxvWlvXv38ttvv/Hx40cqVqxI586d0dXV5cqVK6xevZp169Yxe/ZsOndO/Edu3rx5dOvWDTMz1V8kacHOvhJum5YTFhrGVq/dBAUG0bhZPZaunoN5npksW7Q22Ty0tLRY5baQWnXtOXf6Iju378PaxhLnzq2xr2GLQz1n3r55l+jxzp3bULN2VUJCQtHS0lKZptv/nJkyczQBAe/ZvX0/b968wya/JU2b16dJs/p0dvyDo0dOfXU5pFYV+4qs27CUsLAwtnt5ExQYREOHuixeNYspY2exYvG6ZPPQ0tJihes/1KxTlfNnLrF7x36sbSxx6tSKqtVtadGgo8pyu3blJnt3HVLafur4GaVtXX93ZuJfI/jw4SPeOw7w4f1H7GtUZuyUoZSrWJre3f/8ugL4Cnb2FXHduJywsDC2ee0mMDCIxg71WLpqNpPy5GJ5iq+1BdSsY8+5MxfZtX0f1vktad+pNVWrV6ZZfdXX2rUrN9mz66DS9pPHlMusXYeWODq3IDgomKdPX5A5s/HXfeDvwK5aJTw2rYi9P3cRGBhMk2b1WL5mDhPG5GLZwjXJ5qGlpcUa94XUqluNs6cvsnPbXmzyW+LcuQ32NSrTtG573iRxf3bo3IaadRK/Px1aNGTG3PE8f+bPMZ9TvHj2ktx5ctLEoR6161Vj0thZLFmw6luKIdWqVrPF02sFYaHhbPHaReDHIJo0q8+KNfMwzzODpQtXJ5uHlpYWaz0WU/uzcrPOb0WHzm2oVqMyjeu0S1BuRYsXorFDfc6dvsgZ3wsEfgwiV+4cNGxch3oNa/LX5LnMm7VM6TwD/+zJyLGDeP7Mn907D/D2zTuy58hKRdtyFC1WiOtXb33XskmMfTVb1m/+l7DQcDZv2klgYBBNm9Xn37XzyZMnN4sXJv/fUEtLCxfPJdSpW50zpy+wfWvMtdaxS1uq1axCw9ptE5TZrHkTqVCxDOfOXmLzpp2Eh4VTvkJpuvfoQLMWjWjawJm7d+4nOEePnp2Y/vdYAt69Z8f2vbx5/Y78Baxo1qIhDs0b4NTmd3wOn/ju5ZOcokULcvTIVjJmzMCGjTt4/vwFjRrVYdHCvyhatCADB41NcV5LFs+gx28duHrtJgsXrSJ37ly0bdOUenVrULWaA3fv+sWnnThhKO0cm3Pl6g22bd/Lx48fKVG8CJ06tqF1qyY0adqBo8d8E+TfrVt7AHyOnsLf/yUGBgbYVirHuLFD6NrFiSpVm+Dv/+r7FMwPsmD5Wp69eImZaWayZ83Csxcv1R3SD2FbtTz/rl9IeFgYOzfvJSgwmPpNazN/5XRym89l1ZLkG0S0tLRY4jKb6rXtuHDmMnt3HMTSxoK2HVtQpVol2jbqyrs3AfHpdXV1cNm8lDIVSnL9yi28PHcAUNm+PINH9aZpywa0adCZ0JCwtPrYQgNpBQQEpKpKPnHiRObOnUvp0qVZvXo1NjY2SmkuXrzIhAkTmDNnTvx+U1NTChYsyJkzyg94qjRp0oTjx49jbW3Nw4cP8fHxoUSJEgnSVKxYkTt37hAQEBC/7ejRozg4ONCtW7dEWzy/lFhsmzZt4rfffiNfvnxcuXJF5bFTpkxh1qxZ9OvXjwULFtClSxfmz5+f6LkePnxI6dKlqVq1Kjt37lSZxs3NjT59+jB+/HgGDRoUv/3ixYs0aNAAbW1tVq5cqdTyfPr0adq3b8/bt2/x9PRMULGPy9Pa2ho/Pz/69OnD1KlTExw/d+5cJk6cyKJFi+jQoUOin6GYlV2i+1TR0dHhyOkd5DbPSbN6zly7ehMA48xG7NzvSV6LPFSr2Jinj58nmY+jcwvmLprK5o076fu/YfHbO3VzZPqc8biuWc/wQRNVHps3nzn7j23Gde16mjZvQPYc2cifu1yCNLq6uly5dwyAOnYtePb0Rfy+hk3q8K/rPxz38cWxefdUfX4AXW2dVB+jo6PDwVNbyWWek5YNOsY/eBobG7F1vzt585lTq5IDT58kXW5tnZsza8Fktm7cRf+eI+K3d+jalmmzx+K2ZgOjhkyO3543nznHL3qzwWMrf/ZN/iEpR67sHD23i9CQUBrXdIyPR0dHhyVrZtOgcW369hjG9s3eqS6DKEXqRpDo6OhwxHc7ucxz0qy+c4Iy27Hfg7wWeahesUmyZebo3II5C6ewZeNO+v7+6eVUx66OTJ8zDtc16xkxeFL89rz5zDl1aS/r3bcwuO+YFMVaqkxxQkNDuXvbjzLlSrBtr3uqjk9MVHTqy+zomZ3kNs9J03rtuXbl0/2568B/5LPIg32Fxjx5/CzJfNp1aMm8RVPx2rCDPp/dn527tWPG3PG4rF7PsEETVB6b18Kcg8e24LJmPQ4tYu5P61xlE6SpWt2WTJkysn/PkQQzQeYvYMXOA55kzJiRSqXq4v8i9Q/K0am8ziCm3I6f3UVu81w0rtsuQbl5H9xAPos82JVvmGy5OXVoxfzF0/DasINePT69AOrcvR1/z53IutX/MXTg+Pjt+vp6hIdHKOWTM1cODhz1wsQ0M8ULVOXD+4/x+xo2rs1aj8Xs2r6PXj3+JDQ04YOgjo4OUVFRqS6Dr7k/T57zxtw8Fw3rOHL1yg0gpsz2HdpIPou82Jarn2yZte/QigVLprNpw3Z6/jYkfnvX7k7MmjeJtas8GTJwXPz2Hj07cWDfEfzuJ+z91W/g/xg/aSj79hymfdvf47fr6upy2y+mkmZfuUmC34LGTeuxzn0RR4+cpKVDl1R9foCA0KBUH/O5g/s3Ur16FZo6dMR7T8yLRz09PfZ6e1KtWmXsqzXjlO+5ZPOpWcOO/fs24ONzkgaN2hMREXNNNWxQix3bXdm79zCNm356DujcyZHLV65x8eK1BPk4OjbD3XUJ167fonSZ2gn2GRgYEBamXOmYOGEoo0cNZPbsJQwfmXwvlZBnR5NN86OcPHMBy3zmmOfKyUqX9cxbupopowbTokk9dYempHhRx++Sj46ODt4nN5Irdw4cG3XjxtXbABgZG7Jx7zry5stN/cqtePbkRZL5tGrvwPR/xrN9kzdD/vj0O+fUpTWTZo3Ec60X4/6cFr+9UfO6zF85nb07DtK327AEeS1eO4u6jWsyrM94tqxX/Sz9Nc7cPfDd8voRWpf4Pv+NE7Pp6vo0zT8tpKqP4N27d/nnn3/Ili0bmzZtUlmphZjW0i1btqSoBTI5Y8aMITo6mgkTJnxzXqnVqlUrDA0Nefz4MW/evFHaHxUVhbu7O1myZGHs2LHY2Njg5eVFUNC3/XAlZsSIEYSFhTFjxgylSi1ApUqVWLlyJQqFgmHDhql8UHF2dsbGxoaVK1fy+PHjNInzS1Wr22JtY8GWjTvjK7UAHz8EsmDOCgwM9Gnr1CLZfDp0iWk1/2tSwhcWLqvX88DvES3bNCVDBgOVx85ZOIWX/q+YNW1hovmbZTElc2Zjbt24m+BBBuDAXh+io6MT7S6TFuyqVcLKxoJtm3YlaE35+DGQRXNXYmCgT2unZsnm075TawBmTE74wsVtzQYe+j2mRZsmGCRSbilRq449GTIY4OnilaDCGBUVxdzpiwHo2C1tv3zjVK1ui5WNBVtUlNmCubHXWvvmyebj3DnuWpuXYLvrmvU88Huc5LWWUpcvXuP2zXtEp7Ii+r3Zx96fmzfujK+cQcz9+c+c5Skusw6JlNm61f/xwO8RrdomXmZzF07B3/8Vf09bkGj+x3182ed9WGl5g3t3H7DNyxt9fT0qVCqbyNHfn32NyljbWLJ5ww6lcps/exkGBvo4tm+RbD4du7QFYOrEhENE1q2KKbfWX5SbqkotgP+Ll5z2PY++vj5585kn2Dd6whA+fgikf++RSpVa4KsqtV+jWo3K2NhYsmnD9vhKLcSU2dzYMnNybplsPp26xnyfTJ4wO8H2Nas88fN7RGtHhwRltnKZi1KlFmDRP/8SHBxClaoVE2zPksWUzCbG3LhxW+m3YN+ew0RHR6e4e/33VLCgDdWrV+HQoePxlVqAiIgIxk/4G4DffnNO7PAE4tKNn/B3fKUWwHvPIQ4fPkH9+jXJ99l1tM5lvVKlFmD9+m3cun2P4sUKkzVrwt9HVZVagI2bYlre8hewSlGs6UmVimUxz5V49/WfUeVqFbC0zsd2rz3xlVqAwI9BLJu3Cn0DfVq2a5psPo4dWwAwe0rC5zDPtZt45PcEhzYNEzyL5LPMA4DPAeWeEYf3xTRCZMlqmtqP81NRKBRp+qeJUlWx9fDwICoqiq5du5ItW7Zk0+vqfvuky/b29tSrV4/9+/fj4+Pzzfl9LR0d5Ra3AwcO8OzZM1q1aoW+vj7t2rXj48ePbNmy5buf/969e5w6dQpzc/MkW1Nr1apFhQoVePjwIUePKr/l1NXVZezYsYSFhSm12KYVO/uYh4Yjh1R8OR08DkCVqhWSzMPAQJ+y5Utx9/Z9lS27Rw+fxNAoE6XKFlfa1/33DlSuWoHB/caqfKiL8+rla968fkvhogUwz5Mrwb469aujra3N8SO+iRz9/VWOLTefQyeV9vnEllvlFJRbmfIluXvHT2UrZXy5lVEut5y5stP5t3b0GdSDdh1aYmGVV+U5sueM+S54/Oip0r64beUrlUZfXy/JWL+HuAdUHxXX2pG4MrNLybVWMuZaS22Z5c5Bl9+c6Dvofzh1bIWlVb6v+Rg/lJ19JeBT+Xzu8IG4+7Oi0r7PGRjoU65CzP2pqrXN51BMmZUuW0Jp3289O1KlakUG9x2T5P2ZlLgH8x9VQQOoGltuhw8pl9uhAzEPXXHffYmJK7c7iZTbkUMnMDQyVFluXzIzM6Vc+dIEBwXz8MGT+O3FShSmUOH8HDl8gqDAYGrXrUbfgT347feOP3xsbVV7W+DT9/7nDu2P+b2yq1opyTwMDPQpX6F04mV28DhGRoaUKVsy2XgUCgWREZFERSa8bl6+fM3r128pWrSQ0m9BvQY10dbWxueI8vdyWqtRPWYej337jyjtO3b8NIGBQVSvlvQ468/zCgwM4vgJ5V50e/cdBqB69SpK+1SJu/8iI1N2/zVuVAeAa9d+TPd38W1sq5YH4Pgh5WFYR2O3VbIrp7Tvc/oG+pQuX4L7dx6obNk9fsQXQ8NMlCxTNH7b7Rsxc8ZUr6PcS7BmPXuio6M5dfxsyj+I+CWkquZ5+vRpAKpVq/ZVJ3vz5g1//fWXyn2FChWidevWKveNHz+eAwcOMGHCBA4cOJDo+MjPXbhwIdFz1a1bl4oVk37ggJiuyEFBQRQtWlRpkioAFxcXANq1axf/f6dPn46rq2uSlc+v4esb2y3K3l5lJftzNWrU4OzZs5w+fZqaNWsq7Y+b4Gv9+vX07dtXqYv392ZtYwmA372HSvtevXxN4McgrPNbJpmHpXU+dHR0VL51/zxvaxtLTp/8NDGUtY0FI8cNZNUyN876Kk9I86XRQ6fwz7IZ7DvmlWCMbd0GNdm+2ZsZU/9JNo/vxdompseD331V5faGwMAgrGyS7hVhYRVTbg/uqS63B7HlaW1jwZlTCSfUql7Ljuq1Pv2gREdHs2XjTkYNmUJIcEj89rixpvks8ijlH7dNT08PC6u83L3tp5Tme7LOH1tmKq+1N9/nWov972Gd35LTX5RZjVp21PiizDZv2MmIIZMSlFl6ElceSd2fNjbJlZkFOjo63FdxrQLx263zW+J78lM3SWsbS0aNG8i/y1w5k4L7UxUjY0OaNm9ASEgovid+3ENOXLndT+p7LZlys4otN1Vl/3neNl+UW8w2K1q1bYqOjja5cuegfqPamJgYM2zQBIICP/UaKh37AibgXQA79rpTvmKZBPls/G8bA/uMTtBql1Zs4svsgdK+ly9fE/gxMD5NYuLKTFUeMXl/KrNTJ5O+Hpq1aEhmE2O2eO1S2jd8yESWrPgbnxPbE4yxrd+wJlu8dvHX5HlJ5p0WChawBuDOXeXv0ejoaPwePKJY0ULJdi3PlCkj5ua5uHL1hsoeI3H5x50vKRUrlKFE8SKcOXOB9+8/qEzT47cOmJvnxNjIiLJlS1Kzph3nL1xh7rzUzZ0i1MMy9jnjgYrfxNexzyKWyT6L5I15Fknkd/Vh7HZLGwvOnroIxLTK7tt5iPpNa7PloBu+x2O+AyvblyevRR7GDpnK9cu/9suRaA2d4Cktpapi+/JlzCD53LlzK+07evQox44dS7DN3t4+QSX47du3zJgxQ2XejRs3TrRiW6JECRwdHfH09GTLli20bJl8V6WLFy9y8eJFlftMTEyUKrafV7o/nzzKyMiI2bNnK+Xx+vVrvL29KVCgQHxeVlZWVK5cmZMnT3Lnzh0KFiyYbJwpFVf2efIoVx6+FJfG399f5X4tLS0mTJhAs2bNmDhxIhs2bPhucapinNkIiOlupsrHj4HxaRITN7HOhw8fVe7/+DEoQTqI+ZzzlkzD3/8106ckPu75c9u37OHN63csWvl3fBdegOvXbrHxv20EBwWnKJ/vIblyC0xRucXm8THpcvs8n5CQUOb/vZS9uw7x0O8xWtpalCxdjD9H96OVowMZM2bkj66D49MfPXSSyMhI2nVsyZoV7jx/FnPd6ejoMHDYH5/FkvaTIxnHnuNjItdJSsrsUx6Jl3tMuoRlNu/vJXjvPMhDv8doa2tTonRRho/pT+t2DmTMlIHfuwxSmZ+6xV0jH77p/oy9zt4nUmaxeWf+LB8tLS3mx92fk1N2f6oyY854cuTMxsyp//Du3fuvzie1kv9OCkz2mjdOJo+4a01VPvkLWDF0ZN/P0gYxoPcoNq3fniBdtuxZgZixvI8ePqFV0y5cOH8Fm/yWTJ81jjbtmvH8uT9Txiv/zn1vmU2S/x5PrsxSUu6fnysx5nlyMW3mGIKDQ1T+PmzdvJs3r9+ybNUcOnZuG7/92tWbrPfcQtAP/C2IE19+7xP57B8C0dHRwdjYiICAxO8FE5PMyeQTsz0l/y1WrZpHVFQUI0Ym3gOsR48OVChfOv7fe/cepku3/knGKNIPY+O45wjV3+9BH4NS8Lua3PNMUIJzxenbbRhDxvShR9/OFCv5qYeJl+d2jh/+cT3ohOb49r7CsY4dO6ay0vp5xTY1k0d9afTo0WzevJkpU6bg4OCQbDfn1EweBaor3UZGRmzevFll666HhwcRERHxrbVxnJycOHnyJK6urkycqHoio/SgevXq1K1bl3379nHs2DHs7e3VHdJ316t/d8pVKE1bh26EhoSm6Binjq2YNmssa1d6sHqFOy9fvqZAQWtGjhvEWs/FjPpzMmv/9UzjyNXrzeu3zIkdGxvnuI8v585cYueh/2jkUJcSpYpy9XLMGLnHj56yaO5KBgz9gz3HNrFnxwE+fAikanVbzPPm4snjZ+TNZ060ho7XSIk3r98y669FCbbFTDT2G96H1tPYoV6CMhPQu393ylcsTRuHroSk8P780qhxg2jVtikH9x1l/uxfq/Vn357D5DQpgp6eHvks8tCxa1sWLptBufKlGD38UyUjbrktbW1tfu82mCuXrgNw9fINujr3wffiPn77XwdmTv0n0fG7PxuzLKZ4blxB9uxZ6dNzWILZf+N06NSGmXMmsGqFGyuXu/LS/xUFC9kwZsIQ3NcvZ+jgCaxe6f7dYxs3drDStvn/rEy0NVRdMmTIwKYN/1K0SEHGjJ3OEZ/Eu2ZXrtIYgKxZzahSuQJTp47kjO8eHJp34soV+U4UqmXIaMCcZdMoXb44g3uO5sSRmF6jdjUqMXrqEKrXtqNtw67JTjz6M9PUJXnSUqrG2GbPnh2A58+VL6KRI0cSEBBAQEAA//777/eJ7jP58uWjR48e3Lt3jzVr1nz3/AsWLBgf/4MHD1i0aBGRkZF07NiRZ8+Ux/G4uLigpaWlVLFt0aIFGTJkwNPTk8jIyO8WX44cOQB4+lR5HOOX4tLkzJn0BAfjx49HW1ub8ePHJ5nuW8W9oUvsjZ6xsVGib/HifEjmDbJx7Hpmcels8lsyZEQf1v7ryakUdk/MX9Ca6XPGcWDvESaOmcmjh08IDQnl6uUb/NapP8+fvmDkuEEYGOinKL9vlVy5GaWo3GLzME663JLLByA0JJTN62Mm/ahgWybBvjnTFzPwj5Hcv/sQh5YNadexJS+e+dO6UZf4N7FvXr1N9hzfKq6lwTiR6yQlZfYpj8TLPSZdyspsU2yZVbT9cRMbpcYHFa2pn0vZ/Rl7nZkkUmZftArb5Lfkz5F9WbPSg5NfOUZq2Oh+9Bv8P44eOcVvnfr/8Em4kv9OMkq0VTFOci1jcddaUvlERERw/94DJo39mzX/etDjj07UrvvphXJcq9yzpy/iK7VxXr9+y7mzF8lkmImCiaxF+j3FxZLU93hyZZaScv/8XF8yy2KK17a1FClakKGDxrPhv21KaQoUtGHWvIns23OYsaP+4uGDx4SEhHL50nW6OPfh2dMXjJvwZ5r8FowbO0Tpz9Q0YQtrYq3RxpmNiI6OTrRlLU5cJTnxfJJuFTcwMGDzplXUqlWV6TMWMH1G4pO+fe7Nm3fs2LmPJk07ki2bGcuWzEzRcUK94q6nL1tT4xgaG6bgdzW55xnDBOcC+GNgd+o2qsHYwdPYtWUfAe/eE/DuPbu27GPckL/IliMrvQalfpUK8XNLVcXW1jZm4gdVkxL9CH/++ScmJibMnDmTwMDkHyq/lqmpKR06dGDmzJn4+/vz558J1+D09fXl9u3bKBQKSpUqhampafyfpaUloaGh+Pv7s3fv3u8WU1zZHzt2LNkJUo4ciZlYolKlpCfhKFmyJG3btuXcuXNpMuFVnM/HJH4pe45sGBkbJjrGLM6jB0+IioqKH3f6pfhxgrHnKlg4PxkyGNDtf848fXctwV8+izxkyGAQ/++4B6TqNaugp6fHiaOnlfIPDQnlwvkrGGc2SnZc6/fiFz/+VVW5ZcXIyDDR8SpxHj2MKTer/Kpjtoofx5t0PnHixtNmzJRRad/mDTtpUb8DRfLZUsLKjq5OfXjo9wgrGwvevnmncnKp780vdiyx6mst6/e51pIYM65KXJllUlFm6UH8+PQk7s/Exs7GefTgMVFRUYmOxbX5oswKFSlAhgwGdP+9A88Drif4i7s/4/6t6uF72Oh+DBrai+NHfeni1PurJ536Fn6fjeX8Uvz3WjLl9jC23BIb922TxDheVeImALOr9um7/15sa2RiFb33sdszZsiQonN8i0/jX62U9uXIkQ0jY6NkP2tcmanKIybvxMssrlJbslRRhv85ibWr/1OZR83aVdHT0+PYUeWujiEhoZw/dxnjzEbJjqH+Grr6eZT+Hj6MmQwsqbGv2traWFtZ4Of3KNlnhODgEJ49e4G1lUV8i/7nkhrLmyFDBrZ4raZevRr8PWsRY8ZOT/VnfPLkGTdu3qVChTJkzJj21534NnHjX1U9+2SLfRZ5mMwzxOOHT2OeRRL5XY0bo/t5PnGTRvkeU375eSp2W9GSP3YCvPQmWqFI0z9NlKqKbfv27dHW1mbt2rUql79Ja2ZmZgwcOJCXL1+ycGHiy7Z8L506daJ06dLs2rUrfvIm+DRpVL169ejUqZPSX7NmzRKk+x7y58+Pra0tz549w9098e5PR44c4ezZs1haWqZokq/Ro0djYGDA5MmTv2sL8+fiWmQ+n1QnTs3aVROkSUxoaBgXz12hQCEb8uRTHuNdrWYVggKDuXwhZjmCJ4+e4b5uo8q/wI9BREZGxv87PDwcIH7W3sSWcYjbHh4WnpKP/c18Y8ukei3lmSmrx5ZbcjMChoWGcen8VQoUtCZP3iTKTcUyDqqULR8z0+iTR0mvMxmncbN6ZMhgwI4te1KU/ludip3hs7qKa61GXJkl04IfGhrGxfOx19r3KLMKpQB4nMzanOpy8nhMmcWVz+dq1qmaIE1iQkPDuBB7f3651AzEXMNBgcFcunAViOm+7rZuo8q/uPsz7t9f3m9xldoTx07TybHXV3dj/lYnYsukZi3lcqtVJ2Zox4ljKSu3gomUW41adgQFBsWXW3Jy5o7p2RMZ8em7/OyZSwQHh2BplVdlC2Oh2JbaRz/gxdOJ4zEvDWuquNZqxbYyx6VJTGhoGOfPXU68zGpXJTAwiIsXEq49/2WlNqluxPp6Mb8F2RJZ3i3+tyD8x/wWxPE5GjMDbb26NZT22VethJGRYXyalORlZGRIVTvloVb169UE4OgXeWXIkIHNm1ZRr14NZs9ewshR05SOTancuXKgUCiIilLvcmcieadPxEySWLWW8ozb1WK3xaVJTFhoGJfPX8OmoBXmeXMp7a9aw5agoGCuXPzUNV0v9j5UtcxilmymQOLLn4lfV6oqtgUKFGDAgAG8evWKNm3acP/+fZXp3r9PuwkB/vjjD8zNzVm0aFGangdiJjcZPnw4QPzSOIGBgWzZsgVDQ0NWr17NggULlP7WrFlDnjx52LdvX6ITOH2N6dOno6+vz/Dhw/H29lbaf+7cOXr06IGWlhYzZ85MdvZkAAsLC3777Tfu3buXZIX5Wxw7cooHfo9o0aYJxUsUid9unNmIfoP/R1hYOBs9t8Zvz5EzG/kLWit1WXFdGzPJ1chxCSfh6dTNEStrCzZv3BHfcnPt6k2GDhiv8u/duwAiI6Pi/x13TNysrB26tCVX7ANinFp17aloW5anT56nuHXzWx338eWh32OatW6cYFkOY2Mj+gzqQVhYOF7/fZooJqbcrJS6C7mv2wjA8LEDEmzv0LUtltb52LJxJ2GftXgVL1kEVRo2rUNrp2YEvHvP4f0JJ4qL60b0uQKFrBk96U8+fPjI4nnff3iCKseO+PLA7zEtVJRZv0Fx19qnrofx19oXZea2NqbMRo4bmGB7x66OWFnnS3CtQeJl1qhpXdrGltmhferp6ZKco7H3Z8s2TRJ8DuPMRvQf/DthYeFs+OL+LJDk/TkwwfbO3dphZW2B14bP7s8rN/mz/ziVf3H3Z9y/Py/noaP6MmhoL06dOEtHNVZqIWbZpwd+j2jZtqlSuQ0Y0lNFuWVXWW4ua9YDMHp8wrGVnbvHlNumDQmvNVXLTAHkzWdO/0G/A3Bg36el8YKDgtn43zYMjQwZNLRXgmPatGtGkaIFOXXiLC/9X6Xm438Vn8MnY9aZbetAiZKflvUwzmzEoNgy+89jS/z2nDmzU6CgjVKZrYttaR07YUiC7V27O2FtbcGm9dsTlJmpmQmbtq6hZKmijBw2mX+XuyYZp69vzOyrnbq2I1fuhEN66tSrjm3lcjx5/CzFLenfy+3b9/DxOUmtWlVp2KBW/HY9PT0mThgKwKpVHgmOyZrVjMKF8yutMbtypRsAEycMja9AADRsUIuaNe3Yu/dwgpcdcd2P69Wrwdy5yxg+ckqSsebKlQNzc+UKDMSMI86VKwcHDx774S8HROqd9DkTs85sqwYULVEofruRsSE9B3YnPCycLet3xm/PnjMrNgUslZ4L/nPZDMCQMX0TbHfq0hoL67xs3+id4Fnk/OlLAPQd+r8Eq6Foa2vTf1hPQHVr7q9EkcZ/mijVk0eNHTuW8PBwFi1aRMWKFbGzs6NEiRJkypSJV69ece3aNc6dO4eRkRElSyZcRy6p5X4Aunfvnuy40IwZMzJixAj69++f6EyvkPRyPxkyZGDQoJTNUNq4cWPKlCmDj48Px44d4/79+wQGBtK+fXuMjFSPFdDW1sbJyYnZs2fj4eHBwIEDU3Su5JQtW5a1a9fSo0cPnJycqFSpEhUrVkRXV5crV65w+PBhdHR0mD9/Pg0aNEhxvn/++Seurq74+aXNUixRUVEM7T8et03L2bRzLVu9dhMUGETjZvXIZ5GHSWNmJliPcOS4QTg6t2BQ79Gs/+whZ4PHVpq1bETLNk2wsMjDyRNnsba2oJFDXR4+eMyMKd+2FM/5s5fx2rCDVm2bcvjUdrx3HuDly9cULGRD3QY1iI6OZsywH7P2L8SU2/CBE1i3YSnrd6xmu5c3QYFBNHSoSz6LPEwZOytBuQ0bO4C27ZszpO8YNnp8qrxt9NhG0xYNad6mMfks83DqxFmsrC1o2LQOjx48Yda0hL0fxk4ZiqV1Ps6fucSLZ/5o6+hQolRRKlUpR2hoGEP6jlUawzVm0p+UKFWUSxeuEhDwAWsbC+o0qIEiOpr/dRoYP1NyWouKimLYgHG4boy51rZ57SYwMIjGDrHX2ti/E5TZiLEDY661PqPZ4PGpEhJzrTWkRZsmMWV2/CxWNhY0ahpzrc2cmnBM2YSpw7G0zse5Mxd5/swfndgys61SntDQMAb1Ga1UZhVty8bPvB3XAlSpcjnmLIx5YHz7NoAp42alSTl9LioqiiH9x+GxaQWbd65jq9cuAgODaRJ7f04YMzNBC/2o8YNo59ySAb1Hsd59S/z29e5baN6yIa3aNsXCMi8nj5/B2saCxg71Yu/Pr5/5GMDRuQWDh/UmIiKCC+eu0Lu/8tiqE8dOczKZVtLvJSoqisH9xuLptYKtu1zZ4rWLwI9BNGlWHwvLPIwfPSNB9/vR4wfj1KEl/XuN5D/3zfHb/3PfTPNWjT4rt9NY2VjSJLbcpn+xrMyEKcOxtrHg/LnLPH38jOhoBVbW+ahdrzoGBvos+udfpaWTpk2ci519JQYN7UWlyuW5dPEqNjaW1G9Ui3fvAhg6MG3nWYgTFRXFoL6jWb/5X7bvdmPzpp0EBgbRtFl9LCzzMm7U9ARlNmbCENp3aEXfP4bj+VmZebpvpkXrxrRu64CFZV5OHIu51po2q88Dv8dMm5xw4si1rgspVboYt2/dw8zMlGEj+ynFtnTxmvju2ufOXGLj+m20cWzGyTO72bljHy/9X1GocH7qN6xFdHQ0I4dOTqNSSlrf/qPwObyFTRv/Zf2G7bx44U+jRnUoUbwICxet4uSphA/6fXp3Y9zYIUyaPJtJk+fEbz985AQr/3Wjx28dOHPam927D5ArV04c2zrw5s07BgwamyCfxYumU69eDZ4/9+djYKDKSa7Wrlsf3226cKH8eO/2wNf3PHfu+vHy5SuyZs2Cvb0tRQoX4OnT5/QbMDoNSihtbdzmzYXLMb117tx/AMCmHd6cuXAZgLKlitOmWUN1hZcmoqKiGD1oMv+uX4jbtuXs3LyXoMBg6jetTV4Lc6aPm5tgAqchY/rSysmB4f0msNlzR/z2zZ47aNyiHg6tG5LXwpwzJ89jYZ2P+k1q8fjBE+b+lXDSyqXzVlGnUQ1atmtK8VJFORX73V6lWkUKFsmP372HrFqc9Esq8etJdcVWW1ubqVOn4ujoyOrVqzlx4gQXLlwgLCwMMzMzihQpwuTJk3FycoqfbCpOUsv9ADRp0iTZii1Ahw4dWLRoEbduJb5+VVLL/WTOnDnFFVuAESNG4OTkxNSpU+PHrjg7Oyd5jLOzM7Nnz8bV1fW7VWwBGjVqxNmzZ1m8eDH79+9nzZo1REVFYW5uTteuXenTpw/586duEpAsWbIwcOBAJk2a9N3i/NKJY6dp2agTQ0b2oVmrhujp6nLj+h2mTZjDts3Krc+qKBQKunfoS5+BPWjdrhn/69WZgHfv8XDxYubUf+LHMn6L/j1HcPrkOdo4NaNhkzpkzJSBd28D8N55gCX/rOL82cvffI7UOHnsDG2adGHw8N40bdkAPV1dbt64y/SJ81LcvVehUPC/jv3pNeA3Wjk25bc/OvH+3Xv+c93MrGkLlMpty4adNHKoS9kKpciSxRQtbW38n7/EY90mVixey707D5TO4XPoBPkLWtOkeX0MjQx59fI1WzfuZOHclTx68OR7FEWKnTh2hlaNOzFkRB8cWjaMLbM7TJs4l+2putb6xVxrjg70iL3WPF29mDlVucy8NuygsUNdylUoHV9mL56/xH3dRpYtWsu9O8ovjaxsLHB0bqG0LW4M0uNHT39IxRbgxNHTNG/YkaEj+9KsZSP09GLuzynjZ6fq/uzq3Je+g/5Hm3bN+L13l9j7cxPTp/zDm2+8Pz9fE7lXv24q08yazg+r2AIcP+pLswYdGDqqH81bNkJXT5eb128zZcIstnrtTlEeCoWCLu1702/Q77R1asbvvbsS8C4Ad5eNTJ88X6ncVq1wo1nLhpQuU5xatauip6/H61dv2bfnMC5r1nP4wDGlc7x7F0CTek78ObwPjZrWpaJtGQLevWfjf9uYNX0hD3/gPXrsqC9NGjgzfFR/WrRqjK6eLjeu32bS+Fkq15NVRaFQ0MmpFwMG96StU3P+6BNTZm7rNjJt8lylMou7dgoVzq+yUgvg4eaVYBxyr/8N5dSJszi2b0GTpvXImCkDb98GsGvHfhbMX8G5M5e+sgS+zfXrt7Gzd2DSxGE0blQHQ8OM3L5zn779RrF02dpU5dWr93CuXr1Jjx4d6Nf3NwIDg9my1Zux42Yojau3sswLQO7cORk3doiq7Dhy5GR8xfbmrbvMm7+c6tWq0KRxXczMTAgJCeXOXT+mTJ3L/H9W8u5dQOoLQM0uXL7G1t37v9h2nQuXP03M9rNVbAF8j5/DuWkP+g//ncYt6qOrq8vtG3eZNXkBu7bsS1EeCoWCXp2G0LN/V5o7NqZrT2cCAj6w0W0rc/9awrs3AQnSP3/qT6s6Hek5sBvValfBqXMrFAoFTx8/Z8WCdSybvzrRuQN+FbKOrTKtgIAAKRWRKsWslMcviqTpaiffLVwoi1LI+KvUivrBswP/DKLlOvsqcn+mXkBokLpD0Dghz9LnMI70rnhRR3WHoHHO3D2g7hBSpXGxlmma/67rm5NPlM58t3VshRBCCCGEEEKkPWmxVZaqyaOEEEIIIYQQQoj0RlpshRBCCCGEEEKDKDR0rdm0JC22QgghhBBCCCE0mrTYCiGEEEIIIYQGkTG2yqTFVgghhBBCCCGERpMWWyGEEEIIIYTQIAppsVUiFVshhBBCCCGE0CAyeZQy6YoshBBCCCGEEEKjSYutEEIIIYQQQmgQmTxKmbTYCiGEEEIIIYTQaNJiK4QQQgghhBAaRMbYKpMWWyGEEEIIIYQQGk1abIUQQgghhBBCg8gYW2XSYiuEEEIIIYQQQqNJi60QQgghhBBCaBCFtNgqkRZbIYQQQgghhBAaTVpshRBCCCGEEEKDRMusyEqkxVYIIYQQQgghhEaTFlshhBBCCCGE0CAyxlaZVGxFqu3MnF/dIWicdVqZ1B2CRrKMlq+o1LquHabuEDSOY4h0Xvoad/T11B2CxgkwU3cEmqd4UUd1h6CRrt1Yr+4QNE6wugMQ30yeGoUQQgghhBBCg8gYW2XymloIIYQQQgghhEaTFlshhBBCCCGE0CAyxlaZtNgKIYQQQgghhNBo0mIrhBBCCCGEEBpExtgqk4qtEEIIIYQQQmgQ6YqsTLoiCyGEEEIIIYTQaNJiK4QQQgghhBAaRLoiK5MWWyGEEEIIIYQQGk1abIUQQgghhBBCg8gYW2XSYiuEEEIIIYQQQqNJi60QQgghhBBCaBCFIlrdIaQ70mIrhBBCCCGEEEKjSYutEEIIIYQQQmiQaBljq0RabIUQQgghhBBCaDRpsRVCCCGEEEIIDaKQdWyVSIutEEIIIYQQQgiNJi22QgghhBBCCKFBZIytsjSp2D58+JDSpUtTp04dNm3alGi6o0eP4uDgkGReVatWZefOnUrb/fz8WLFiBT4+Pjx+/JigoCBMTEwoVKgQNWvWpH379lhYWCQ4pmTJkjx+/DjJ8126dAlLS0sAevXqhYeHBwB79+6lUqVKSulbt27NgQMHEhwX9/k/lzFjxvj4bG1tcXZ2xtraOslYHj16RJkyZYiOjmbSpEn0799fZTpV5aivr0/OnDmpVq0aQ4YMIX/+/ACMGDGCpUuXMmLECEaMGKEyP3d3d3r37k2TJk1wc3NLMsa0lrFUAXIPdsawXBHQ0yX05kNerdxCwM7jKTo+S5vaWMwemOj+u+1GEXjq6neK9sfKV8qGhoPaYlW+ENq6Ory49ZjDK3dyaeepFB1fpGYZitctj3X5QpjlyY6Ong6vH7zgwvaTHPl3J5FhEQnSNxjYhgYD2ySZp+9/h/hv+LKv/kxpLWcpGyoPbkXu8gXR1tPh9c0nXFi5mzs7fFN0vGXNUhRtU43sxSwxzG6Ctr4uH5++4fnZ25xdsoMAvxdKxwx45Jpoftc3+LBvyPKv/jw/gmWp/DgMciR/+cLo6Orw9NYj9q/cwbmdJ1N0fPGaZShdtyL5yxcma+x15v/gOee2n2DfvzuUrjOAZQ82JJrfiY2HWfvnoq/+PD+KcZn82Axti0nFQmjr6RB44zGPlu7g5baU3Z9f0jUxxPbILDLkzsKbgxe52P4vpTR1/P9L9Phnnoe5MWDJV537R8le2oaKg1uRM/b+fHvzCZdX7OZeCu/PfDVLUbhtNbIWsyRT7P0Z+PQNL87e5uLiHbxXcX8CoKVFYcdqFHGsQZbCedHW1yXo+VtenL3D8XHriAgK/Y6f8vvKVcqGaoNbkadcTJm9uvmEMyt3c3NnysrMpmYpSrSuRs7Y7zQdfV0+PH3Dk3O3ObVkB+++KLNM2TJTtX8LcpeywSRvdgwyZyL47Ufe3n/O+XX7uO19Ni0+5ndXskwx+g/vSdmKpdDV1eX2jbusXurG7q37U5yHnr4ev/frQnPHxuQ2z0lAwAcO7z3K3L+W8Pb1O6X0BhkMcO7ahmZtG5HXwhwtLS2ePX7Orm37cV35H4Efg77nR0w3tu85yPlLV7l28y537vsRERHJlFGDadGknrpDEz+hdNFiW6ZMGRo0aKBy35eVU4CFCxcyYcIEIiMjqVixIo6OjmTOnJl3795x4cIFpk+fzqxZs9izZw/lypVLcKyOjg5//vlnorGYmJio3D5+/Hh2796dik8F1tbWODo6AhAeHs6rV684f/48f//9N3PmzGHAgAGMHTsWLS0tlce7uroSHR2NlpYWrq6uiVZs43xejh8+fMDX1xd3d3d27NjBgQMHKFiwIOPHj+fgwYPMnj2bhg0bUqZMmQR5PH36lBEjRpAtWzbmzZuXqs/7vRlVKYnNugkowiJ4t/0o0UEhmDasgtXi4TydsopXK7akOK/3e04Rct1PaXv4k5ffL+AfqECVYvy+dhSRYeFc2H6SsKAQSjWypcuigWzN7cKRlcovgz6na6DH72tGEBEWzr1T17nlcxldAz0KVy9Nk2FOlKxfgUVOk4gIDY8/5u6p6zBvo8r8bNvVwjR3Vm76XPqun/N7ylulKC1chhMZFsHt7SeJCAylQKOKNF7cD5/cWbiwIvn726pWGXKXLcCLi/d4ePgdUZFRZClgTtE21Sjcwo6tXWfx5MR1peM+PH7F9Y1Hlba/uvbwu3y2tFKoSnEGrB1DRFg4Z7efIDQohLKNbPl90WA25F7L/pU7kjxe10CP/mtGExEWzu1T17nucwk9Az2KVS9Ni2HOlK5fidlO4xNcZ3FeP3nJyY2HlbY/vv7gO326tGNWtThlPEcRHRaO/5YTRAaGkqNJJUquGMQdcxceLU263FQp/Fd3dDNnSjZdyKOXPP/viNL2j9cepPqcP5J5laI0cR1OVFgEd7edJCIoFJtGFam3pB+G5lm4vDz5+9Oidhlyli2A/8V7PD78juiIKEwLmFO4TTUKtrBjV5dZPPvi/tTW16X+0v5Y1SvH6+sPubXhKFHhERjlyYZFrdKcMc6Ubiu2FlWK0m5dzHfaje0nCQ8KpXDDirRY3I+DU7JwOgXfaflrlSFP2QI8u3iPwNjvtGwFzCnZuhrFm9uxodssHn5WZplzZ6VEq2o8u3CX23vOEhIQhGG2zBSoU5ZWywZy0eMQ3iP+TcuP/c1sq5bn3/ULCQ8LY+fmvQQFBlO/aW3mr5xObvO5rFqS/At9LS0tlrjMpnptOy6cuczeHQextLGgbccWVKlWibaNuvLuTUB8el1dHVw2L6VMhZJcv3ILL8+Y74DK9uUZPKo3TVs2oE2DzoSGhKXVx1abBcvX8uzFS8xMM5M9axaevdDM5670SMbYKksXFduyZcsycuTIFKVdvXo1Y8aMwdLSkjVr1lC2bFmlNHfv3mXatGl8/PhRaZ+urm6KzxXH2tqakydPsnv3bho1apTi42xsbFSe6+TJk/Ts2ZM5c+agra3NmDFjlNJER0fj7u5O1qxZadCgAe7u7vj6+mJra5vo+VSV46BBg1i9ejWzZ89m6dKlZMyYkaVLl1K/fn169erF4cOHMTAwiE/fv39/Pnz4gKurK9mzZ0/xZ/3udLTJN70vRCu46zgyvlL6Yr4nhbbOIvfQTgTsOk7E01cpyu793lO83XgwLSP+YbR1tHH863cUimgWtpvIs+sxlaO9/2xi4JapNBnqxOXdvrx7+jrRPKKjotn1tyfHXfYR8uHTW2JtXR26LhlEiXoVsO9cn0PLPz2A3zt1nXunlCttRtlMqNunBYFvP3B175nv+Em/Hy0dberM6IEiOpqNbSfz+vojAHznb8Zp2yTshjlyd9dpPj59k2Q+x6Z5cGT8OqXt+aoWp5XHSOxHOuHpME5p/4cnr/Gd6/V9PswPoq2jTae//kChiGZWu/E8ia1Q7vhnIyO3/EWLoc6c332Kt8lcZ1v+9uCIyx6Cv7jO/ljyJ6XrVaBW54bsXb5N6dg3T16xY17iLbfplZaONkVm/44iOppzzScQGPvywm/2Rip6TyP/KCde7jhF6JPEy+1L2ZtUIldre26N+JfC039LMm3o41f4zVL9Aiq90tLRpsbMmPtza5vJvIm9P8/N20yr7ZOwHebI/Z2nCUzm/jw11YPj45TvzzxVi+PgOZLKo5zwaprw/qw8sh1W9cpxaponF5d88cIhkZfO6YGWjjaNpseUmZvjZF7Gltnx+ZvpvHUS1Yc6cnPXaT4kU2YHp3mwT8V3mmXV4rR3H0nNEU6sbfapzF7eeMS8Ur+jiE74QK1vmIHOWydSpn0tzv7rzes7T7/Dp/z+dHR0mDJ3DIroaDo0+50bV28DsHDWCjbuXcfg0X3w3n6AZ08Sad2P1dKpKdVr27F9kzdD/vj0DOfUpTWTZo1k0MjejPtzWvz2ek1qUaZCSfbuOEjfbsMS5LV47SzqNq5JQ4e6bFmf9EtpTTRxxEAs85ljnisnK13WM2/panWHJH5iGjV5VEBAAOPHj8fAwICNGzeqrNQCFChQgFWrVlG1atXvct7hw4ejq6vL5MmTiY6O/ub8qlSpwqZNmzAwMOCff/7hyZMnSmkOHTrEkydPaNWqFZ06dQLAxcUl1eeKO/bSpU8taeXKlWPw4MHcuHGDqVOnxm9fs2YNBw4coH379jRt2jTV5/qejO1KYWCVm3fbfBK0tEZ/DMZ/0Ua0DfTI0rq2GiNUnwJ2JchmlYvzW4/HV2oBQj+GsH/xFnQN9KjYunqSeURHRrF/0ZYEldq47QeWbAXAxrZYiuKp2Lo6Onq6nNt8jKiIqFR+mh8jn10xTK1ycmvryfhKLUD4xxDOLNqGroEeRdtUSzafKBXdZgEeH79GaEAgJlY5v1vM6lbYrgQ5rHJxeuux+EotQOjHYHYv9kLPQI8qrWsmmUd0ZBS7F3klqNTGbfdeshmAgim8zjSFmX0JMlnnwn/z8fhKLUDUxxAezN+MtoEeuR1rpDg/vazGFJnZg+frfXi9/0JahKx2eaoWw8QqJ3e3noyv1ELM/Xl+4TZ0DPQo/A3359O4+9My4f1pmMuM4l3q8cz3pnKlFkChiPlLhyztimFmlZPr207GV2oBwj6GcDL2O61k668vs4fHrxESEIjZF99p0ZFRSpVagPCgUO4fuQygdEx6UrlaBSyt87Hda098pRYg8GMQy+atQt9An5btkn/+cezYAoDZUxYm2O65dhOP/J7g0KYhBhk+NRrks8wDgM+BE0p5Hd53DIAsWU1T+3E0QpWKZTHPlX6vCU0WrVCk6Z8m0qiK7datW/nw4QPNmzenYMGCyabX1f0+DdL58+enS5cuXL9+HXd39++SZ8GCBWnRogXh4eEqxxDHVWLbt29PlSpVsLKyYsuWLQQGBn7V+XR0dBL8e9iwYZQpU4aFCxdy8uRJHj58yJgxY8ibNy8zZsz4qnN8T0aVSwLw0Uf5Qe6jz/nYNCVSnF/G4jZk/18LcvzRCtOm9uiYGn+fQNWgQOWYisCto5eV9t2K7Qqc0kqpKnGV0+iolFVSbR1rAXDKM/22iOetElMej3yuKO17GPswlrdy0a/OP1e5AmQwNeLNLeWXVAAGmTNRwrkWFfs0o2TH2mQtnPerz/WjFK5cHIDrR5W7l1+Pvc4KfdN1Fgkkfp1lymxItfZ1adS7JdU71MO8sPKwlPTIrGpMmbw9rHx/vj0UU26mdim/1orM/B+KqGhuj1mTovS6JoaYd6qD5YAW5OlcF8Oi+VJ8LnUxj70/H6u4Px/H3p+5v+H+zBl7f769nfD+tGlcCR09Xe7v8EXPMAMFW9hRto8DhdtVxzCX2Vef70ewiP0d8FNRZn4+MWWW7xvKzLxcATKaGvEqke+0L+kY6GFZpRiK6Ghe3U6frbUQ0w0Z4Pgh5bHuR2O3VbIrp7Tvc/oG+pQuX4L7dx6obNk9fsQXQ8NMlCzzqfxv37gHQPU6dkrpa9azJzo6mlPHNWN8shDpWbroinzhwgX++kt5IgyAunXrUrFiRQBOnz4NQLVqyb+FTExkZGSi58qZMyfdu3dXuW/48OH8999//PXXX7Rp04YMGTJ8dQxx7O3t+e+//zh//nyC7W/fvmXXrl0UKlQofoywo6MjM2fOxMvLi86dO6f4HHEV5CpVqiTYrqury9KlS6lZsya9e/cmd+7cBAUF4ebmRubMmb/xk307A2tzAML8ninti3wVQFRgMAZW5inOL3v3Zgn+HR0Sxot5HrxcqlndQwGyWeUC4LWKiVA+vnpPaGAI2WPTfA1bx5oA3PJRfjD/knXFIuTIb86D87fxv5OyByB1MLWOeVsc8EC5zIJfvSc8MATTVLQyWFQrQe4KhdDR18XUOhfWtcsQ/OYDPpNUTxSVvbgldb7oQvrg0CX2Dl5GyJsPqfgkP04Oq9wAvFRxnX14FUBoYEh8mq9h5xjT4+J6IuOy8xWzouNfPRNsu3r4AmuGLORjOi0zgIzWMWUSfP+50r7wV++JDAwhk3XKyi1Xa3tyNLXlUpe/iXwflKIxtsYlrCg66/cE214fuMD1/ouJeJ0+yy2up4OqyZ1CYu9PE+uU3595q5cgV/lCaOvrYmKdC8s6ZQh584ETExPen9lKWgGgb2KI05G/Mcz5qTIbFRaB7/T/uLzS+ys+UdrLElseb1WUWdCr94QFhqSq5dSqWgnylo/5TjOzzkWB2O+0A4l8p2XKmplyneqipa1FpqyZsalVGpM82Tg214uAh/5f96F+AEubmBdkD+4/Utr3+uUbAgOD4tMkxsIqLzo6OirzAHgYu93SxoKzpy4CMa2y+3Yeon7T2mw56Ibv8XNAzBjbvBZ5GDtkKtcv3/rajyV+UQqZFVlJuqjYXrx4kYsXL6rcZ2JiEl+xffkyZsB57tzKDwWXL19WavksWbKkUpfaqKioRFskS5QokWjFNkeOHPTu3ZuZM2eybNkyBgwYkORnSom4z/H27dsE2z09PQkPD6ddu3bx29q3b8/MmTNxdXVNtGL7+QuCjx8/curUKc6fP0+BAgVUTphVpEgRxowZw5gxY/Dz86Nnz57UqJHyLnJpSds45gEu6mOwyv1RgSHoGCf/kBf22J8n45bx4ch5Ip6/QdfUCCO7UuQe3hnzkV2JDg3j9RrNGtOSMfZzhyZSNmGBIWRIQdmoUqRmGao41+XFnSf4rj+UbHrbdjGttb6eyadVJ/3Y8gj7EKJyf3hgSHyalLCoXpLyPZvE/zvA7wW7+y7k5ZUHSmnPLdvJ3d1nCLj/gqiISLIWzott/xZY1S5Ds9VDWN9igsqufeoWd52FJHKdhQSGxKdJreI1y1DduR7P7jzh+Hrllv69y7dxwdsX//vPiIyIJE9hCxr3a03JWuXo8+9IZrQajeI7DAtJC7qZMwIQ+UF1uUV+DElRBVU/pxmFpnbjhdcxXqdwptmHi7fzcqcvwfeeowiPxLBoPqwHtSZb3bKUdh3O2cZjIB1ea/qx5RH+UfX9GZHK+zNv9ZKU+ez+fO/3gn19FvL6i/szY7aYySIrDGzJk6NX2dH+LwKfvSW3bRFqzOiO3fiOvLv7jMcqWt/VzSDuOy2RMgsPDIlPkxLW1Uti+/unMnvr94KtfRfif/WByvSZsmbGflCr+H9HhUdycKo7p5fvSvE51cHY2AiAjx9V934L+hiEcWajpPOI3f/xg+o84mY3jjtXnL7dhjFkTB969O1MsZKF47d7eW7n+OGUzWItxOdk8ihl6aJi261bN+bOnftNeVy5ckWpwqpqrKiBgQH+/l/3NrFfv36sWrWKuXPn0qVLF0xNTb823CS5urqipaUVP6MyxExgZWtri6+vL7du3aJw4cJKx6l6QVCwYEG8vb3JmjWrynP16dOHBQsW4O/vz4QJE77nx0gXgnyvEeR7Lf7fEf5vebf5MCFX71FoxxxyDWzPa5fdEJU+H5J/pHylbOi8oD+hH4NZ23seUeGRSaY3MMpI6ca2hAaGcGGH8rihn9mxqR4cm+qBXiYDshTMg+3AlrTdNI79Q1dwa+tJpbSfe3H+Llu7zaa15yjyVimKTf3y3NOQJTK+B8tS+fnfgkGEfAxmee/ZRKq4zjZNSzifwP3zt1nUfTqDPMZTuHJxytSrwIU9p39UyGpRdE5PFJGR3B69JsXH3P2iRfLD2Ttc6jiDcpvGYla1ONkbVuTVrp+73ABOTfHg1BQPdDMZkKVQHsoPaEkLr3EcHrqCu1s+3Z9a2jGTQ4W8+cDe3+cTGTs796ODFzk8dCVNXIZR+vfG6bJi+70dmurBodjvtGwF81B1QEs6bRrHrmEruP7FdxrA69tPmG7ZES1tLTKbZ6VosypU/7MtecoXZEvvBSjkNzWBDBkNmLNsGqXLF2dwz9GcOBJzH9rVqMToqUOoXtuOtg278vSxck8PIUTKadQY27hZep8/V77xO3ToQEBAAAEBAezbty9Nzm9sbMzQoUMJCAhgzpw535xf3Of4vNJ59uxZrl+/jr29PfnyJRwb5eTkBMRUfFXp1q0bAQEBvHv3jhs3btCvXz/u3LlDly5diEpkHJuWlhb6+vpAzFq76UV0bCtRYq2yOkYZE23NTYnQO48JOnMDXbPMZCiQ/segfS6uBS2xVlkDo4yJtuYmJm9JG3q6jEKhULCs87QUdSsu62CHQaYMXNxxkvDg9L1EQXhseRhkVn2N6xtljE+TGhHBYfhfus/2HnN5d+85taf/RsYsKRi/rVBw1SOmldu8QqFUn/dHiLvOEmuVzWiUMdHW3MRYlrRhgMsYFAoF8ztP4Xkquq8rFAqOecSsMZm/QpFUnfdHioztFZBYq6yuccZEW3Pj5HKsTra6Zbk1YhURb5Vn908VhYKnbjGt4iaVlF+IpgfhseWhb6z6/tT7yvszMjiMlxfv491jLgH3nlNj+m9k+Oz+jDvvk6NX4yu1cR4fuUJkaDjZSyW93ry6hMV9pyVSZvpGGePTpEZEcBjPL91n0//m8ubecxr+lfR3miJawfsnrzm1eDs+szdSuGFFyrSvlerz/ihxLbVftqbGMTQ2TLQlNj6P2P2JtewaGRsmOBfAHwO7U7dRDcYOnsauLfsIePeegHfv2bVlH+OG/EW2HFnpNUh1j0EhEhONIk3/NJFGVWzjlro5elR5PcgfpXv37lhbW7N8+XKVsxmnxrFjMTPhfb7WbtyY2KNHj2Jqaprgb9CgQUBMV+WICNUzGUJMZTV37txMnjwZR0dHjh07xrJly74p1h8tbmxt3Fjbz+lmN0XHKBNhD5TH36ZG5NuY8Wbamb59vPSP9Dp2nGg2a+VxtMbZTchglJFXKsaSJiZvSRv+cB2FlpY2yzr/xePL91N0XOW4bsj/pd9Jo+IE+MX00jBVMfY4U3YT9I0yEvDg68eFKaKieXLyOvqGGciRwgfhkNgKi14mg2RSqsfLBzEv3nKouM4yZzclg1HG+DQpYVnShgGuY9HW0mZ+5yk8vHwv1TEFvospM/10WmYAIX4xZZLJRnnIjH52E3SNMhLsl3S5GZeMuYZK/juYOv7/xf9VPRszA2vW2mWo4/8flQ6kbKK/iDcx5aaTTsvtfey9Z6LiWssYe3++9/u2+/PZyevoGWZIUFENiB0HHa7qRYNCQURQKLoZ9L/6vGnpbWx5ZFFRZobZTTAwysi7b/xOexT7nZY7hd9pD2InsrL4hkmr0lrc+FcrFeNos+XIipGRYXyaxDx++JSoqCiVecCncbyf5xM3aZTvMeXeOaditxUtmT5fPAmhSTSqYtu8eXOMjY3ZunUr9+6l/qHoe9DT02PMmDGEhoYybdq05A9IxN27d9myZQsGBgbx3aWDgoLw8vIiU6ZMdOrUSeVf8eLFefXqFd7eKZvQYtKkSWTMmJFZs2apXNc3vQr0vQqAcXXlJZ2Mq8e8CAg8dfXrT6CtTaZSBQAIf6pZi4Xf841ZS7ZwtVJK+wpXLw3AfV/l9WZViavUamtrs7zrXzy6eDdFx+UunA+LMgV4fusxDy+k7Bh1enLqBhAzNvZLljVKJUjzteImnomOTNls0rnK5gdi1rhNj27HXkPFqpVW2lcs9jq7ncLrLL5Sq63NP12n8iCF19mXrMvEzIb/5knK1q9Wh3cnYq6jLDWV788stWLKLeBE0tfa+7O3eep2UOnPf0tMl//Qp6956naQVztT1q3YpFzMd13o4/RZbs9i7718Ku7PfLH35/NvvD8zqbg/nx6PuX7NCuZRSp8hizEZs2bmYzq9Px/7xpSHtYoys64eU2aPv7HMjGLLLKXLuBnlNI1Jn8LvQHU4fSJmss6qtSor7asWuy0uTWLCQsO4fP4aNgWtMM+r/GKhag1bgoKCuXLxU/nr6ekBkCWb8mzbWbKZAhAenniDhRCqKBSKNP3TRBpVsTU1NWXSpEmEhYXRpk2bRCecev/+fZrG0apVK8qUKYOnpyd376b+Ae3UqVO0atWKsLAwBg4ciLl5TKvkli1b+PjxI82aNWPBggUq/yZPngwk3h35S7ly5aJbt268ffuWJUuWpDpWdfl4/BJhD59j1qw6GYt9elusbZyJnH3aEB0WwTuvTxMW6eYwwyB/nvhJp+JkLJFfOXNtbcxHdMbA2pyPJy4T+fJdmn2OtHDn+FVeP/SnXPOqmBezjN+ewTgjdXu3IDIsgjNen3o1GGc3JUd+czJ80WUtbwnrmEqtjg7Lu07n4fk7KY4hftKoFEwwlR48Pn6NgIf+FG5ehWzFPr1l1zfOSMU+zYgMi+DGpmPx2zPlMMUsf26lrpGJtcZaVC9J/gYVCH0fxPNzn74TshbOi7aujlL63OULUqFXU6LCI7mzM31OGnLz+BVePXxBpeb25C1mFb89g3EmGvVuRURYBKe8jsRvz5zdlJz5zZW6yFuUiKnU6ujosKDrNO6fv01SzAtbqCwzm3KFaPBHcyLDIzm3U3nMX3rx7ugVgh+8IGfLqhgV/3R/6hhnxGpAS6LDIni+wSd+u34OUzIVMEfns2vt5daT3By8TOnv7pSY5eaCbj3h5uBl+M3ZFH+MYdF8aKkoN5MKhbDs14zo8EheblNe4iQ9eHrsGu8f+lOgeRWyfnF/luvbjKiwCG5/cX+aqrg/E+s2nLdGSawbVCAsIAj/z+7P56du8Pb2U/JWK0HeagmXj7MdHjPHxb0d6fP+fHD8Gu8e+lOsWRVyfFZmBsYZqRL7nXbV61OZGeYwJUv+3Epdl3OVVF1m1tVLUij2O+3Z+U9llqOo6vszg4khNYbFlNn9Qxe/5aOlqZM+Z2LWmW3VgKIlPg0DMTI2pOfA7oSHhbNl/acJJbPnzIpNAcv47sVx/nOJWYd7yJi+CbY7dWmNhXVetm/0Jiz00xCd86djZn/vO/R/aGlpxW/X1tam/7CY2d9VteYKIVInTSePun79Or169VK5r1ChQlSoUAFIermfDBkyxHfBhZhxpIGBgUyYMIGaNWtSqVIlSpcuTebMmXn79i23b9/mxIkT6Onpxef/uaSW+wFo3bo1hQolPeZNS0uLCRMm0KJFCx4+fJhouvv378efKyIiglevXnHu3DmuX7+Ojo4Of/75JyNGjIhPH1dZ7dChQ6J51qxZkzx58rB//36eP3+ucoboLw0cOJA1a9awaNEifv/99zSb9Oq7iorm8fCF2KybQIH1f/Fu+1Gig0IwbVgF/Xw5eTplFeFPPrW0mg/rTJa2dXg0ZB5vN37qGlt451xCrvsRcvMBES/eoGNqjJFtcTLkz0v4s1c8HrZADR/u20RHRbN+xDJ+XzuKvv+N58L2k4QFhVCqkS1Z8mZn6xQX3n3WotVkeHsqtamBx59LOLMxpiKSycSQP1xHk8nEiBuHL1K4WimlFuCQD0H4rNqtdH4dPR3KtbAnMiyCs5t8lPanR4qoaA4MW0kLl+G02TCW29tPEhEYSoFGFcmcLzs+k90StMxUHe5IsbbV2Tt4GTc2fnpJ0H7HZF7ffMzrG48IfPEWvYwGZCtqQR7bIkSFR7L/zxVEhnx6mCn3e2Osapfh2ZnbBD5/Q3REFFkK5cWyegkUCjg8dg3vH6bPHgPRUdGsG7GUAWvH8Od/Ezm7/QShQSGUbWRLtrw52DBlbYKW05bDO2DXpiZr/lzEyY2HAchkYsRA17EYmhhx9fAFilYrRVEV19mBVZ9mUq33PwdK1irH3bM3effsNVGRUZgXyhdznAI8xq3k9aP0u5yIIiqam4OXU8ZzFOW3TsB/ywkiA0PJ0aQSGS1ycGe8S4KW0/yj22PuVJPr/Rfz/L8jSeScNIs/mpKtbjkCTt8k7FnMtWZUOG9My7ECbo34l5B0ugyLIiqaI0NX0sR1OM03juXutpNEBIVi06gixvmyc+KL+9N2hCOF21bn0OBl3Nrw6f5svXMyb24+5u2NRwQ+fxszuVtRC8xj789DQxPen4poBYeHLMfhv5E0Wvsnft5nCXr+llwVC5GzbAFeXfbjwqLtP7QsUkoRFc3u4Stpt244HdaP5cb2k4QHhVK4YUVM8mXn4BQ33n9WZjWHOVKybXV2DlnGlc++07rumMzLm495dfMRH2PLLEcRC/LFltmuoSuI+KzMKv7WkPx1yvL07G0+PHtDRGg4Jnmykb92GfQNM3Bjh6/KyabSi6ioKEYPmsy/6xfitm05OzfvJSgwmPpNa5PXwpzp4+YmmMBpyJi+tHJyYHi/CWz23BG/fbPnDhq3qIdD64bktTDnzMnzWFjno36TWjx+8IS5fy1OcN6l81ZRp1ENWrZrSvFSRTl17AwAVapVpGCR/Pjde8iqxSlrsNA0G7d5c+FyzCSed+4/AGDTDm/OXIiZlK1sqeK0adZQXeFptGgNbVVNS2lasX3+/DkeHh4q91WtWjW+4pnUcj+ZM2dOULGFmNmJmzRpwooVK/Dx8eG///4jODiYzJkzU7hwYYYNG0aHDh2wsFAe/5DUcj8Qs0RQchVbiKlg1q5dm4MHEx9f6OfnF3+ujBkzYmJiQsGCBRk6dCjOzs5YW396U3rnzh1OnjyJpaUl9vb2ieapra1N+/btmTVrFu7u7gwZMiTZWHPkyEH37t1ZuHAhixYtYvTo0ckekx4EnrzC3TYjyDXYGbOm9mjp6RJy8wHPpq8lYMex5DMAXi7fTKayhTG2L4OOqRGKiEjCHzznxT//8WrFFqI+BKXxp0gbd09eZ2Hb8TQY1JYyTaugo6fD81uP2THdnYs7kn+oMDDORCbTmIkvitYsQ9GaZZTSvH3ySmXFtkT9ihhlycyFHScJDkh6ko305MnJG2xoPYnKg1tTqGlltPV0eHPzMceme3Jne8paZY7P+I+8VYqRp3LRmAlVFAo+Pn3DFbeDXPjXm3d3E477vr/3PAaZM5G9mAUW1Uqgo6dL8KsAbm87xYV/vfG/lLLxzOpy++Q1/m47FodBjlRoaoeOng5Pbz1i83Q3zqZgJuyMxhkxjL3OStQsS4maykMLXj95maBie2nfGTJlzkTeopYUtS+Frp4uH14FcHb7CQ6s2smDS+m/6/u749c412wc1kPbkrO5HVq6OgTefMTdKe68TKOH/tfeZ9EzMcS4uCVZapRCW0+X8JcB+G85wePlu/hwQT3Dd1Lq2ckbbG09iQqDW5PfIeb+fHvzMaf+8uReCu9P3+n/YW5XjNyx96dCoSDw6Ruuux7k8r/eBNxVnpfh5cV7eDmMp8Lg1uSpWhx9o4wEPnvD+YXbOL9ga4KKcHrz6OQNXNtMwn5wa4o0rYyOng6vbj7m0HRPbqawpfnwjP+wrFKMfLZFyRRbZh+evuGC20HOrvLmzRdldnXzcbS0tchdpgAWVYqhm0GPkHeBPD59kysbj6b4vOrke/wczk170H/47zRuUR9dXV1u37jLrMkL2LUlZZOPKhQKenUaQs/+XWnu2JiuPZ0JCPjARretzP1rCe/eBCRI//ypP63qdKTnwG5Uq10Fp86tUCgUPH38nBUL1rFs/mo+vNec4WKpceHyNbbu3v/FtutcuPxpKItUbMX3ohUQECDVfZEqfqU6qTsEjbNO6+vW+/zVWUanixXJNMp17fT7IJ5eOYZo1KicdOOOvp66Q9A4AXKppdqq4JvqDkEjXbuxXt0haJxgPdVLY6ZXVnnKp2n+D56eS9P804J8xQohhBBCCCGE0GjSHCKEEEIIIYQQGkRT15pNS9JiK4QQQgghhBBCo0nFVgghhBBCCCE0iLrXsT1//jxt27bFwsICc3Nz6taty+bNm1P1GcLCwpgxYwblypUjZ86cFClShAEDBvDq1detuy5dkYUQQgghhBBCpIiPjw+tW7cmQ4YMtGrVCiMjI7Zt20a3bt148uQJ/fr1SzaP6OhonJ2dOXDgABUrVqRZs2bcu3ePdevWceTIEfbv30+2bNlSFZdUbIUQQgghhBBCg6hrHdvIyEgGDBiAtrY2O3fupFSpmPXphw0bRp06dZg8eTLNmzdXuezq59zd3Tlw4ABt2rRhxYoVaGlpAbBq1SoGDx7MlClTmDdvXqpik67IQgghhBBCCCGS5ePjg5+fH23atImv1AKYmJgwePBgwsPD8fDwSDafdevWATBu3Lj4Si1At27dsLKyYsOGDYSEhKQqNqnYCiGEEEIIIYQGUaTx/xJz7NgxAGrXrq20r06dOgAcP348ydhDQ0M5e/YsBQsWVGrZ1dLSolatWgQFBXHhwoVUlYlUbIUQQgghhBBCg0QrFGn6l5h79+4BkD9/fqV9OXPmxMjIiPv37ycZu5+fH9HR0djY2KjcH7c97lwpJRVbIYQQQgghhBDJ+vDhAwCZM2dWud/Y2Dg+TXJ5mJiYqNwfl3dy+XxJJo8SQgghhBBCCA2SkiV5fjXSYiuEEEIIIYQQIlnJtaZ+/Pgx0dbcL/N4//69yv3JtQonRiq2QgghhBBCCKFB1DV5VNzYWlXjX/39/QkMDEx07GwcKysrtLW1Ex2LG7dd1TjepEjFVgghhBBCCCFEsqpWrQrAwYMHlfYdOHAgQZrEZMyYkfLly3Pnzh0ePXqUYJ9CoeDQoUMYGhpStmzZVMUmFVshhBBCCCGE0CAKhSJN/xJTo0YNrKys2LhxI5cvX47f/v79e+bMmYO+vj5OTk7x21+8eMHt27eVuh136dIFgEmTJiU43+rVq3nw4AFt27YlY8aMqSoTmTxKCCGEEEIIIUSydHV1+eeff2jdujVNmjShVatWGBkZsW3bNh4/fszkyZOxtLSMTz9x4kQ8PDxYtGgRHTp0iN/u7OzM5s2b2bhxIw8fPqRq1arcv3+f7du3Y2lpyZgxY1Idm7TYCiGEEEIIIYQGUVeLLUD16tXx9vbG1taWzZs3s2rVKnLkyMGqVavo169fiuLX1tbG3d2dESNG8Pr1axYvXoyvry+dOnVi3759ZMuWLdVlohUQECBzRYtU8SvVSd0haJx1WpnUHYJGsoyWTiWpdV07TN0haBzHEHnH+zXu6OupOwSNEyCXWqqtCr6p7hA00rUb69UdgsYJ1suq7hBSJVv2Ymma/+tX19M0/7QgT41CCCGEEEIIoUGkZVKZvDsUQgghhBBCCKHRpCuyEEIIIYQQQgiNJi22QgghhBBCCCE0mlRshRBCCCGEEEJoNKnYCiGEEEIIIYTQaFKxFUIIIYQQQgih0aRiK4QQQmiIly9fqjsEIYQQIl2Siq34KfXu3ZusWTVroW0hxK/l33//TVX6ly9f4uDgkEbRCCGEEJpNKrbip6VQyEpWIvWio6NTfczJkyfTIBLxsxs2bBheXl4pSvvmzRuaNWvGnTt30jiq9K1jx45s3rw5wbbw8HA+fPigpoiEEEKkF1KxFeIXcfz4cRYsWMDChQulIpaEP/74I1XpfX19adeuXRpFI35mOXPmpFevXhw8eDDJdG/evMHBwYFbt27x22+//aDo0qedO3dy+/btBNvmzJmDlZWVegISQijp1KkTb9++VXcY4hckFVshfnKRkZG0b98eBwcHxo8fz7hx42jSpAmdOnX6qtbJn92GDRsYOXJkitKePXuWtm3bEhISksZRaQYPDw+uXr2aYFtSrWkHDhxg1KhRPyK0dMnLywtDQ0M6d+7MmTNnVKZ5+/YtzZs358aNG3Tv3p2///77B0cpfmYPHz7kwoULXLhwgUePHqk7HPGT2LFjB1WqVGH37t3qDkX8YnTVHYAQIm0tX74cb29vsmfPHj8+b8eOHezcuZOVK1fy+++/qznC9MXOzo5ly5ZhZmbGsGHDEk13/vx5WrVqRXBwMMuXL/+BEaZfvXv3ZsSIEZQoUSJ+25w5c5g5c6bKt/dnzpxh6dKlTJs27UeGmW4UKVKEDRs20Lx5c9q1a8fOnTspWrRo/P6AgABatGjBtWvX6NKlC7Nnz1ZjtOJn4e/vz6xZs9i8ebPSfZktWzZatWrF4MGDyZEjh5oiTD88PDy+6rj27dt/50g0y6JFixg5ciQdOnTA2dmZ6dOnY2RkpO6wxC9AKrZC/OQ2btyIiYkJR48eJWfOnEDM2D5bW1vWr18vFdsveHp60rRpU6ZPn07WrFlVdv28ePEiLVu2JCgoiCVLltCqVSs1RCp+BuXLl8fNzY127drRunVrdu/ejaWlZXyl9sqVK3Ts2JF58+apO1TxE7h27RqtW7fm5cuXKBQK8uTJQ+7cuQF4/vw5T58+ZdmyZWzfvh0vLy8KFy6s5ojVq3fv3mhpaSWbTqFQxKfT0tL65Su2zs7O1KxZk379+uHm5sbRo0dZtGgR9vb26g5N/OSkYivET+7u3bs0b948vlILMWP7mjZtyrZt29QYWfpkbGyMl5cXDRs2ZNiwYZiamtK6dev4/ZcuXaJFixYEBgaycOFCHB0d1Rit+BnUqFGD5cuX0717d1q2bImnpyc9e/bk0qVLtG/fngULFqg7RPETiIiI4LfffsPf3x9nZ2eGDh2qNDb5wYMHzJw5Ew8PD7p3746Pjw86OjrqCTgdGDduXIoqtpGRkbi7u+Pn5/cDotIM5ubmbNq0iTVr1jB27FiaN29Oz549GT9+PAYGBuoOT/ykpGIrNELcG+WUioiISKNINM/Hjx/JkyeP0vY8efIQGBiohojSv6xZs7J582YaNmxIr169MDU1pU6dOly+fJkWLVrw4cMH/vnnn1/+rbz4fpo1a8acOXMYMGAAdnZ2REVF0bZtWxYtWqTu0NKdGzduJJgZ+caNGwBs2bIl0dnwW7Zs+UNiS8927drFrVu36NOnD1OmTFGZxsrKisWLF2NmZsaSJUvYtWvXL73E1KBBg5JNs3XrVqZMmYKfnx+ZM2dm4MCBaR+YBunatSu1a9emV69eLF26lKVLl6pMp6WlxZs3b35wdOJnIxVboRGyZcuWoremQjVVZSflmbS8efPi5eVFo0aN6Ny5M9OmTWPixIm8f/+euXPn0rFjR3WHKDTcq1evEvy7UaNG3L17lwULFlC7dm0mTZrE69evlY7Lnj37jwoxXdq2bVuC3iZxldnu3bsrpY3rIioV25gZpY2NjVM0Od6oUaNwcXFhx44dv3TFNiknTpxg/PjxnDt3Dn19fXr37s2ff/6JmZmZukNLd54/f87z589RKBTkzJkTfX19dYckflJSsRUa4cqVK+oOQaM9e/aMc+fOKW2DmEmQVLVylC9f/ofElp4VKlSIjRs30rx58/g397Nnz6ZLly5qjkz8DAoVKpToC6ZDhw5RrFgxpe2/eqvG8OHD1R2Cxrp8+TJ2dnYYGhomm9bQ0BA7Ozv57VXh+vXrTJw4kX379qGlpYWjoyOjR48mX7586g4t3YmIiGDq1KksXLgQPT09pkyZQp8+fdQdlviJScVWiF+Ai4sLLi4uStsVCgV169ZVecyvugbd510c47Rp04bVq1dTq1YtTE1NVaaRFqEYX75ESeoFSty+X5WdnZ30nEilESNGqDsEjfXixQvq1KmT4vT58+fH19c3DSPSLE+fPmXq1KmsX7+eqKgo6taty/jx4xPMAi8+uXz5Mn/88Qc3btygTJkyLF269JefjEykPanYip/Oq1ev8PDwwM3NTX6UkWUHUqt79+5JtqIdPnw4wTbp6piQqpcoib1A+Xwm0V/Rzp071R2C+IUEBgZibGyc4vRGRkYyDwMxy27Nnj2blStXEhoaSrly5ZgwYQLVqlVTd2jp1syZM5k9ezbR0dEMGzaMYcOG/dKTkIkfRyq24qcQHR3N3r17cXFxYd++fURERPzSD8yfW7x4sbpD0CjDhg2Ta+cryUuU1PHw8KBkyZLS4pMKx48fx8LCIsXdPs+ePcvZs2f5448/0jiy9C8qKipV321aWlpERUWlYUTp37x585g3bx4fPnzA2tqacePG0bx5c3WHle799ddfFCpUiKVLl1K2bFl1hyN+IVoBAQGqpxAUQgPcu3cPV1dXPD098ff3j1+Xz8nJCWdnZ2xsbNQdohBCqGRmZsaIESNk3GgqZMmSheHDhycos3nz5jF//nyVS61Mnz6dmTNn/rJDKz5nZmZG586d6dy5c4rSr127FldX11+67MzMzNDS0sLa2hpnZ2d0dVPWHjRgwIA0jix9GzlyJOPHjydDhgwpSv/hwwcWLVqUoonNhEiKtNgKjRMSEsKWLVtwcXHh1KlTKBQKMmTIgEKhoHnz5qxevVpa3D4zZMiQVB+jpaXFrFmz0iAaIYT4eqomugsNDeX9+/dqiEbzJDbfgiq/+lCBOAqFgvv37zN16tREl5P6nJaW1i9fsf3rr79SlC4oKIglS5awaNEi3r9/LxVb8c2kYis0xvnz53FxcWHTpk3x435sbW1p3749zZs3x8rKChMTE/kh/sKqVatUbtfS0kr0R/pXr9jOmjWL4OBgRo4ciZ6enso04eHhTJ8+HWNj4xStdShixr+fOnUKgIoVK5IrVy41RyTEr0OGCqSerCP99e7du8fs2bO5ePEiurq6VKlShT///JPs2bOjUChYtmwZs2bN4u3bt2TMmFFmSxbfhVRshUaws7Pj5s2bKBQKbGxs6Nu3L46OjlhZWak7tHRv+/btStvc3d3x9PRUue9Xd/jw4fg1axOr1ALo6+uTJUsWxo0bR/ny5alevfoPjDJ9unz5Mtu3b8fBwYFSpUol2LdmzRpGjBhBeHg4ALq6uowdO5Z+/fqpI1Qhfjky30LqOTs7qzsEjXT//n1q167Nx48f41+gX7lyhcOHD+Pt7U2XLl04duwYGTJkoFevXgwcOPCXX59bfB9SsRUa4caNG2hra9OvXz/Gjh2b4nEuAuzt7ZW2HTt2LNF9vzoPDw9MTU35/fffk037v//9j7lz5+Lm5iYVW8DT05Ply5crld3FixcZMmQI0dHR2NnZYWRkxNGjRxk/fjxly5b9pa/DK1eu4OHhkapjpOVNCJGezZ49mw8fPtCtWzc6deoEwLp161izZg0NGzbk9u3bODo6MmnSJHLmzKnmaMXPRGoHQiPY29tz/PhxFixYgLu7Oy1btqRdu3aUL19e3aGJn8zp06epWbMmBgYGyaY1MDCgZs2asqxUrNOnT1O+fHmlN+8rVqxAoVAwZsyY+DHfZ86coWHDhqxevfqXrtju2rWLXbt2pSht3JhHqdiKr/H48WNMTEzInDlzitLfvXuX27dv07hx4zSOTDMoFAp8fHw4c+YM/v7+AOTMmZOKFStSvXp1GQb1maNHj1K+fHnmzJkTv61s2bJcvnyZCxcu0L9/fyZOnKjGCMXPSiq2QiNs376dBw8e4OrqioeHBytWrGDlypUUKFAAJycnHB0d1R2i+Em8ePEiVV3cLS0tU1wx+dk9efIEBwcHpe1HjhwhY8aMCbodV6xYkdq1a3PmzJkfGWK6U7VqVapWraruMDRKcHAwr169iv93UFAQAK9fv1aaNyBun4DSpUszYsQIhg0bFr9t9erVrF69Gh8fH6X0GzdulBmlY+3bt49hw4bx8OFD4NMkZnGVWSsrK2bOnKlyve5fkb+/v8rfgsqVK3PhwgV69+6thqjEr0AqtkJjWFlZMWbMGEaNGsX+/ftxcXFhz549TJkyhalTp6KlpcWLFy8IDg4mU6ZM6g5XaChtbW0iIiJSnD4iIgJtbe00jEhzvH37FhMTkwTb/P39efr0KTVr1kRfXz/BvkKFCnH06NEfGWK6Y29vL8v9pNKCBQtYsGBBgm0KhYJChQqpKSLNoFAolCr+/v7+XL16VU0RaQYXFxcGDhxIdHQ0FSpUoEaNGuTJkweAp0+fcuTIEc6ePUu7du34559/6NChg5ojVr/w8HCVPQOMjY0BpPuxSDNSsRUaR1tbm/r161O/fn3evHmDu7s7Li4u3Llzh3379lG4cGGaN29O+/btpSVEpFquXLm4ceNGitPfuHGD3Llzp2FEmiNDhgwJWtIALly4AECZMmWU0uvr6yc5QZcQX7Kzs5Mun+KHuX//PkOGDMHMzIyVK1dSs2ZNpTRjxozhyJEj9OjRg8GDB2NnZ4e1tfWPD1YIIRVboRk8PDwoWbIkJUqUSLA9a9as9OvXj379+nH69GnWrVvH1q1bcXNzw8PDgzdv3qgpYqGpqlSpwvr163n48CGWlpZJpn348CE+Pj44OTn9oOjStyJFirB//36ioqLQ0dEBYO/evWhpaVG5cmWl9E+ePJE39yJVdu7cqe4QxC9k8eLFREdH4+npSYUKFRJNV6NGDTw9Palfvz6LFy/m77///oFRpk979uzh5cuXCbbFveiMm2vhc7/6MoPi+5CKrdAIvXv3ZsSIEUoV289VqlSJSpUqMWPGDDZt2oSbm9sPjDD9atu2rdK2+/fvJ7oPYn5g1q9fn6ZxpVc9evTAzc2NLl26sGnTJrJmzaoy3du3b+natSuRkZF07979B0eZPrVp04bhw4fj7OxMly5duHfvHm5ubmTNmpVatWoppT9x4gSlS5dWQ6Sayd/fH3d3d1k3WYgf5PDhw9SoUSPJSm2c8uXLU7NmTQ4dOvQDIkv/Lly4EF+R/dKqVauUtknFVnwPUrEVPx1DQ0M6d+5M586d1R1KurB///5U7/uVu/qVKVOGXr16sWTJEmxtbenWrRvVqlWLH1P17Nkzjhw5wtq1a3n9+jV9+vRR2c32V/Tbb7+xa9cu9u7dy759+1AoFOjq6jJ9+nSl8bU+Pj48e/bsl66ktW/fnpIlSyaZJioqCm9vb1xcXDhw4ABRUVG/dJmp8vDhw/gJjrJmzYqFhYWaIxI/i2fPntG0adMUpy9ZsiQnT55Mw4g0w/bt29UdgvhFScVWiJ/cpUuX1B2Cxpk6dSoZMmTgn3/+Yfbs2cyePTvBfoVCgY6ODoMHD2bMmDFqijL90dHRwcvLi/Xr13P27FnMzMxo2rSpylbZ169f88cff/zSS4ksXrw40X137tzB1dUVT09PXr16hUKhIE+ePNLtPZa/vz+zZs1i8+bNSrP2ZsuWjVatWjF48GBy5MihpgjTp1/5peXX0NHRITIyMsXpIyMj44dh/Mp+5SXchHppBQQEKJJPJoR6mZmZMWLECJk9VPxQfn5+uLm54evrGz9WKEeOHNja2tKhQweZIER8V8HBwXh5eeHq6srp06fjZ7AtUaIEkyZNombNmlIxAa5du0br1q15+fJlfIU/bgK358+f8/TpUwDMzc3x8vKicOHC6gw33TAzM0NXVxdd3U9tGpGRkURFRalctztu36+83E/VqlUxMjJiz549KUrfoEEDPn78yIkTJ9I4sp+LDLMQ34u02AqNceXKFTw8PFJ1TPv27dMoGvErsLa2TlGLbFhYmMoHQyFS4syZM7i4uLBlyxYCAwNRKBTY2tri5OTEoEGDKFeunMoxyr+iiIgIfvvtN/z9/XF2dmbo0KFK604/ePCAmTNn4uHhQffu3fHx8ZFWNCBv3rzyYiSV6taty4IFC/D29qZhw4ZJpt2zZw+nT5+mf//+Pyg6zSbDLERakBZboRHMzMxS9YOsUCjQ0tL6pd80i7R38eJFXF1d2bRpE35+fuoOR+2OHz/+Vcf9qstyLViwADc3N27fvo1CocDKygpHR0fat28fX1kzMzOjc+fOzJ8/X73BphNbt26la9eu9OnThylTpiSZdvTo0SxZsoS1a9fi4ODwgyIUP5OXL19Svnx5oqOjmTFjBh06dFB6FlEoFLi7uzN8+HC0tLQ4e/aszPaehKSGWcjQHvGtpGIrNIKZmRn29vapfgAeMWJEGkUkflUBAQGsX78eFxcXrl27hkKhIGPGjDx79kzdoaldal9AQcyYv191WS4zMzO0tbVp3749HTt2VLkkklRsE/r999/x9vbmxo0bGBoaJpk2KCiIokWL0qhRI5YtW/aDIhQ/m71799K5c2fCw8MxNzenatWq5M2bF4hZsuz48eM8e/YMPT091q1bR4MGDdQccfojwyzEjyJdkYXGsLe3lzG2Qm0OHz6Mi4sLu3btIiwsDIVCQaVKlejQoQMtW7ZUd3jpQteuXVP8cHL48OFfvpVbS0uL6Oho9uzZg5GRERkyZJAZtpNx+fJl7Ozskq3UQswM+XZ2dly5cuUHRPbzCQ8PJzQ0lMyZM6s7FLWqX78+3t7ejBgxAl9fX5VL4dna2jJ9+nS5f78gwyzEjyYVWyGESMSTJ09wc3PDzc2NJ0+eoFAoMDc359mzZzg7O7No0SJ1h5iuzJ07N9k0Fy5cYPz48fj5+aGjo/NLL8t16dIlXFxc8PDwYNmyZSxfvpxChQrh5OSEo6Mj5ubm6g4x3Xnx4gV16tRJcfr8+fPj6+ubhhFpjtKlS9OrVy/++OOP+G0HDhzgwIEDTJs2TSn9nDlzmDlzpgzpIWYZOG9vb+7fv69yMkEbGxs1R5i+qBpm0atXrwTDLGQ8rUgLUrEVQojPREREsHPnTlxcXDhy5AhRUVEYGhrStm1b2rdvT/Xq1cmaNWuCmUVF8h48eMCkSZPYsmULCoWCpk2bMn78eAoUKKDu0NQmX758jBo1ipEjR3Lw4EFcXFzYvXs3EydOZPLkydjb20v3vC8EBgZibGyc4vRGRkYEBgamYUSa49GjR7x//z7BtjNnzrB06VKVFVuhzMbGRiqxKTBu3Di0tbVxdnZOdJiFEGlBnsyEEOIzRYoU4d27d2hpaVGtWjWcnJxwcHBIUddHoez169fMmDGDtWvXEhERQZUqVZg0aRIVKlRQd2jphpaWFnXq1KFOnTq8e/cODw8PXF1d8fHxAWDTpk1ERkbi7Oz8y060FScqKipVlX0tLS2ioqLSMCIhxJdkmIVQF6nYCo3Qvn17SpYsqe4wxC/g7du3aGtr07t3bwYMGEC2bNnUHZJGCgoKYsGCBSxatIjAwECKFi3KuHHjkl0y41dnZmZG79696d27N+fOnWPdunVs3rwZd3d3PDw8sLKy4vz58+oOU62ePXvGuXPnUpxWiK/1tZO2DRgw4DtHollkmIVQF5kVWWisZ8+e4e/vD0DOnDnli1J8F3369GHr1q0EBwejq6tL7dq1cXJyonHjxujr6wMyU21SoqKiWLVqFbNmzeLly5fkyZOHkSNH4uzsLN1qv1JwcDCbN2/G1dWVU6dO8e7dO3WHpDay9NvXMzMzY8SIEQkmYZw+fXqi42iT2veriLve4mbxTQm53j5RKBQJhlmEh4ejra2Nvb09R48epVOnTvI7Kr4rabEVGiUwMDB+UoIv38Sbm5vTsWNH+vbti5GRkZoiFJpu0aJFzJgxAy8vL1xcXNizZw979+7F2NiYli1b0q5dO3WHmG55eXkxZcoUHjx4gImJCRMnTqRnz54YGBioOzSNlilTJjp06ECHDh24e/euusNRq/bt26s7BPELWbhwobyQ+wYyzEL8aNJiKzSGn58fbdq0wc/PD4VCQe7cucmTJw8AT58+5fnz52hpaWFjY8PGjRvjZ94T4lvcunWLdevWsX79el6/fh3/kFO5cmWWLl2KhYWFmiNMP+JaN6ytrenbty+mpqYpOk6WSxIi7UmLrUgvPh9m8fHjR7S0tGSYhfgupGIrNEJYWBj29vbcvXuXtm3bMnToUAoWLJggzZ07d/j777/ZsGEDBQsW5OjRo9JSJL6byMjI+NmSDx06RHR0NNra2lStWhVnZ2ecnJzUHaLamZmZxf//KWnlkG6iQvw4ZmZmSrP63r9/Hz8/P5VLKMXt+5XvTwcHB5ydnaWnQBqRYRbie5OKrdAIixcvZvTo0QwfPpwRI0YkmXbmzJn89ddfTJs2jV69ev2gCMXPYsaMGdjb2yfZLerp06e4ubnh7u7Ow4cPpXIWa/r06V91XHL3tBDi233+4imlfvXvNlWt3CJt3L1795de/k18H1KxFRqhUaNGvHz5krNnzybbEqRQKKhYsSLZsmXD29v7B0UofhapfZA5cuQIrq6urFixIo0jE0KIr/fo0aOvOu5XHm4hFdtv9+zZM3bu3Mn58+fjX5JkzZqVcuXK0bRpU3LlyqXmCMXPRCaPEhrh5s2btGnTJkXdG7W0tKhVqxYbN278AZGJX12NGjWoUaOGusMQQogk/coVVKEe06ZN459//iE8PFxpZmlPT0/Gjh3LoEGDGDZsmJoiFD8bqdgKjRAcHEzmzJlTnD5z5swEBwenYURCiC8dP34cCwsL8uXLl6L0Z8+e5ezZs/zxxx9pHJkQIs6jR4+4cOECWlpalC1bNsX3qxCpMXnyZObMmYOBgQGOjo7Y29uTO3duAJ4/f87Ro0fZunUr06dPJyoqipEjR6o5YvEzkIqt0AjZs2fn/v37KU7v5+dHtmzZ0jAiIcSXHBwcGD58eIJue/PmzWP+/Pn4+fkppd+/fz8zZ86Uiq0QP8jw4cNZuXJlfOuZlpYWPXv2ZNq0aWqOLP1yd3fn2LFjKU6vpaXFtm3b0jCi9O/BgwfMnz8fS0tLNm7cqHLsbMeOHRk6dCitWrVizpw5tG/fXlazEN9MKrZCI1SsWJH9+/fj7+9Pzpw5k0zr7+/P3r17qV+//g+KTvxsUvMQAzEPMtKVCqWuZgChoaG8f/9eDdH8XKKiouLX7pYWNvE13N3dWb58ORkzZoyfHO/48eMsXbqU0qVLyxrdiXj06FGqxifLurcx11p0dDTLli1LckKoAgUKsHz5cho1aoSnp6dMJCi+mVRshUbo1q0bW7ZsoWPHjnh6epI1a1aV6d6+fUvHjh0JDg6mS5cuPzhK8bM4fvx4qt/QS8VWpKX79+9TqVIltLW1efPmjbrDERrIxcWFjBkzcuDAAYoWLQrAjRs3qFOnDuvWrZOKbSJ69eolvUpSydfXl6JFi2Jra5ts2sqVK1OsWDFOnjz5AyITPzup2AqNUL16dbp06cLatWupVKkS3bp1o1q1auTNmxeAJ0+e4OPjw9q1a3nz5g2dOnWSCX3EV2vcuDGNGzdWdxjiF5GSMY96enrkzZtXWoNSQVq5E7px4wZNmzaNr9QCFC1alKZNm7J37141Rpa+mZiYyMRbqXT79m3q1auX4vTly5dn//79aRiR+FVIxVZojNmzZ2NsbMzixYuZM2cOc+bMSbBfoVCgra1N7969mTRpkpqiFD+DkiVL4uzsrO4wxC8gpWMeraysuHLlijpC1FjSyp3Qhw8fVI5htLS05OPHjz8+IPHTev/+PdmzZ09x+uzZs8uQFfFdSMVWaAwdHR0mT55M165dcXd35/Tp07x8+RKAHDlyYGtri5OTkyzwLYTQCDLm8etJK3fqKRQKdHR0lLbr6OioHB8vxNcKCQlBX18/xen19PQICQlJw4jEr0IqtkLj5M+fn7Fjx6o7DCGECsHBwbx69Sr+30FBQQC8fv1a6eE5bt+vSsY8fh1p5f56X96fkPQ9CqSq5e1X9urVKzw8PHBzc8PX11fd4QjxS9IKCAiQ13Qi3cuSJQsjRoyQCXpEmjMzM2PEiBEJlqwRKWNmZqaydUyhUCTZavb27du0DCvdsrKyon79+ixfvjzB9t9//529e/fy4MED9QSWjrm7u9OnTx+lVu7Q0FCWLFkiLwOSkNj9CYnfo1paWr90N+5jx45hYWGR6Bjb6Oho9u7di4uLC/v27SMiIgItLa1f9jstjpmZGTY2NtjY2KQo/f379/Hz8/vly018O2mxFRpBoVBIVynxQ+TLlw8TExN1h6GR7OzspNtnKsiYx9STVu6vJ/dn6tnb26vcfu/ePVxdXfH09MTf3x+FQkGePHlwcnKS+Rli3b9/n/v376c4vVyb4nuQiq0QQnzm8ePHMonFV9q5c6e6Q9AoMuYx9WRm368n9+e3CQkJYcuWLbi4uHDq1CkUCgUZMmRAoVDQvHlzVq9eLZWzWJcuXVJ3COIXJRVbIYQQQk1kzGPqSCt32omMjOTatWsAFCtWDD09PTVHlD6cP38eFxcXNm3aRGBgIAC2tra0b9+e5s2bY2VlhYmJiVRqPyPLIwl1kYqt0BjyoyFE+nb16lVy5sz5S1e8UmvBggUsWLBAabtCoaBQoUJK23/1MY/Syv31Hjx4wNGjR6lSpYrS6gHe3t7069cv/toyNTVl9uzZtGzZUh2hpht2dnbcvHkThUKBjY0Nffv2xdHRUeXLFSGE+knFVmiM6dOnM3369BSn/9UfAMXXk5coX6d69eoMHz48wcRbBw4c4MCBA0oz1goZ8/i1pJX766xbt4558+Zx8eLFBNvv379Pt27dCA0NJV++fBgaGnLr1i3+97//YWNjQ+nSpdUTcDpw48YNtLW16devH2PHjkVXVx6bU+Lx48dfdZyqZbuESA2ZFVloBDMzMzJnzpzqSX0uX76cRhGJn5WZmRkmJiaputa0tLSUHhZ/RapmlJ4+fTozZ86U2S7FdyEz+369Ro0aERwczJEjRxJsHzp0KCtXrqRHjx78/fffAOzYsYNOnTrRoUMHFi5cqI5w0wUHBweOHz8OQNasWWnZsiXt2rWjfPny8WnMzMzo3Lkz8+fPV1eY6U5S92li5D4V34O8ehIao3fv3rIEi/gh3r9/LxNICZEOSSv313v06BENGjRQ2n7gwAH09fUZN25c/LamTZtSpUoVTp48+SNDTHe2b9/OgwcPcHV1xcPDgxUrVrBy5UoKFCiAk5MTjo6O6g4xXapdu3aK79O7d+/y8OHDNI5I/CqkYiuEEF+QdWxFeiCT+SiTmX2/3uvXr8mSJUuCbe/evcPPz48qVapgbGycYF+pUqVYt27djwwxXbKysmLMmDGMGjWK/fv34+Liwp49e5gyZQpTp05FS0uLFy9eEBwcTKZMmdQdbrqwadOmZNM8ffqUadOmcejQISCmMizEt9JWdwBCCCHEr+jBgwe4uLhw9+5dpX3e3t4ULVqUWrVqUatWLQoXLszmzZvVEKX4Wejp6fHu3bsE2+KGUJQtW1YpvaGh4Y8IS2Noa2tTv359XFxcuHHjBhMnTiR//vwoFAr27dtH4cKF6du3b3zXZaHa+/fvmTBhAhUrVsTd3Z1SpUqxZcsWNm7cqO7QxE9AKrZCCPGNwsLC1B2C0EDr1q1jwIAB6OvrJ9geN5nP69evyZs3L4ULFyYgIID//e9/sj5kMiIjI7l06RKXLl0iIiJC3eGkK/nz51caX3vw4EG0tLSoVKmSUvrnz5+TM2fOHxWeRsmaNSv9+vXj9OnT7NmzB2dnZwDc3NxwcHBQc3TpU3h4OAsWLKBs2bLMnz+fXLly8e+//3Lo0CFq1Kih7vDET0K6IgshxFe6ePEirq6ubNq0CT8/P3WHky6sWLECLy+v+H/HTQZia2urMr2WlhanTp36IbGlNydPnqRkyZJKaz4uWbKE0NBQlZP5rFix4peezEeWrPl6zZo1Y8qUKQwaNIjffvuNe/fusXbtWoyMjKhbt65Sel9fX2xsbNQQqWapVKkSlSpVYsaMGWzatAk3Nzd1h5TuuLu7M+3/7d19TJX1/8fx18HyJtRKZBNT03DlzUgrlbIj/hPfloZ3hQlRU2wNtWYOlaycN2lL2gxMnKV5MxKdYxQ62FBcGiSmZxyZSO2U4MTUaIcbnYoKnN8ffuWH55yvQR7OdTg8H/9dn/M+22tO53mdz3U+12ef6cKFCwoKCtK6desUHx/PKdPwOP5GoUNwvn0KMEptba327t2r9PR0nT59Wg6HQz169DA6ls+w2+1uT7a02WwGpPFtHObTdjyy5t+bN2+esrKytGPHDu3cuVPS7ZOk165d63LbsdVqVXl5uWbPnm1A0o4pMDBQoaGhlLUW8vLytHr1av36668KDAzUkiVL9P7776tnz55GR4Of4l8fALRQUlLi9lE/hw8fVnp6unJzc3Xjxg05HA6NGzdOb775JjtC/8UXUG3DYT5txy73v/fQQw8pLy9PmzZtksVi0aOPPqpp06bplVdecZktKSnRpEmTNGnSJAOS+qaamhp16dJFvXv3dnntxIkTWrt2rX766ScDkvkei8WiFStWqKioSF26dFF8fLySkpJ4njTaHcUWAFpo+YH5/Pnz2rVrl3bt2qXz58/L4XCof//+unDhgmJjY5WWlmZgUnR0HObTduxy35+ePXtq6dKl/zg3e/Zsdmv/KysrS6tWrVJlZaUkafjw4Vq/fr3Cw8N16dIlLV68WLm5uXI4HBo9erQ+/PBDgxMbLzIyUiaTSUOGDFFSUpJCQ0N17tw5nTt37p7va/l8YODfoNgCQAu3bt1STk6O0tPTdeTIETU2NiowMFDR0dGKiYlRRESEgoKCuN0M943DfNqOXW5405EjRzR37lxJ///FUllZmaKjo/X9998rLi5Oly5d0qhRo5SUlOR297uzcjgcKi8vV0JCQqvfU11d3Y6J0BnwyQwAWhg2bJhqampkMpk0YcIEzZo1S1FRUeyWtUJUVJRiY2MVExPTvGaxWGSxWNx+uElJSVFqamqnPXiLw3zajl1ueNOmTZsUEBCgrVu3Nv/kJDMzU++++66mT5+uW7duacOGDXrrrbcMTupbWv4fAHgTxRYAWqiurlZAQIDmz5+vhQsXqm/fvkZH6jAKCwtlNpvvWsvPz1dycrLbYltfX6+6ujpvxfM5HObTduxyw5usVqv+85//3HWOwuuvv67MzEwdOHBAaWlplDg3Nm3aZHQEdFI8xxYAWoiNjVWPHj2UlpamESNGaNasWfrhhx908+ZNo6PBz9w5zGfZsmV66aWXFB0drYyMDM2fP99llsN8bpsyZYrOnDmjRYsWqbS0VNnZ2exyo91UV1dr+PDhLut31iZPnuztSADugR1bAGghLS1N69atU1ZWltLT05WXl6cDBw6oV69emj59ut544w2jI8KPcJhP27DLDW9qbGxUt27dXNbvrLk7IRlSZWWlHn744Vb/+fzxxx+y2Wyd/os73D92bAHASc+ePfX222/r4MGDOnbsmObNm6euXbtq586dmjx5skwmk37//fd/POERgGexyw34vlGjRmnz5s13rW3fvl0RERFu5zMzMxUXF+eNaPBz7NgCwD089dRTWrt2rVatWtV8WvKPP/6ooqIiPfPMM3rxxRcVGxurWbNmGR0V6BTY5YY3bdmyRVlZWXet2e12SVJ4eLjLvMlk0rFjx7ySzVc5HA45HI671v766y+VlpYalAidBcUWAFrhgQce0NSpUzV16lT9+eef2rVrlzIyMlRQUKDCwkKKLQD4Ibvd3lxkndlsNi+nAXAvFFsAaKPHHntMS5cu1dKlS3XkyBF99913RkfyGXl5eaqqqmq+tlqtkqTExESX2eLiYq/lAoC2cn60FADfRrEFgPswceJETZw40egYPsNqtTaX2Za2bdvmdt5kMrV3JAAA0AlQbAEAHrF//36jIwAAgE6KYgsA8Aiz2Wx0BADwmKioKMXGxiomJqZ5zWKxyGKxKCEhwWU+JSVFqampqqio8GZMn8TdODACxRYA4HEXLlxQTk6OiouLVV1dLUkKCgrSs88+q1dffVX9+vUzOCEA3FthYaHLF3b5+flKTk52W2zr6+tVV1fnrXg+7YsvvtCXX37ZfN3Q0CBJCgkJcZm98xpwvyi2AACP+uyzz7RhwwbdvHnT5ZEPe/bs0fLly7Vo0aJWPbIFANCxDBgwgB1bGIJiCwDwmE8//VTr169Xt27dNHPmTJnN5uZv6C9evKiCggJlZ2fr888/V2Njo5YtW2ZwYgCAJ506dcroCOikKLYAAI84e/asUlNT9fjjjyszM1NDhw51mYmLi9OSJUs0Y8YMrV+/XjExMRo8eLD3wwIAAL8SYHQAAIB/yMjIUFNTk77++mu3pfaOoUOH6ptvvlFDQ4P27NnjxYQAAMBfsWMLAPCIX375RcOHD1d4ePg/zj7//PMaMWKEioqKvJAMAOBNJ0+e1OXLl2U2mxUQcHsfLScnR7m5uS6zY8aM0Zw5c7wdEX6IYgsA8AibzabIyMhWzz/33HPKz89vx0QAcH/y8vJUVVXVfG21WiVJiYmJLrPFxcVey+XLKisr9fLLLysqKkoRERHN66dOnVJGRobLfGZmpiIjIzVgwABvxoQfotgCADyirq5OwcHBrZ4PDg7m0RgAfJrVam0usy1t27bN7TynAUu7d+9WQ0ODPvroI5fXTCaTDhw40HxdW1urmTNnKiMjg5Pycd8otgAAj7h+/bq6du3a6vkHH3xQ169fb8dEAPDv7d+/3+gIHdLhw4c1evRoPfHEE25fHzNmzF3X48eP1+HDhym2uG8UWwAAAMCJ2Ww2OkKHZLPZNG3atFbPP/nkk9q3b1/7BUKnQbEFAHjM3r17ZbFYWjVbXl7ezmkAAN5WV1enRx55xGV98uTJGjRokMt6nz59dPnyZS8kg7+j2AIAPKa8vLxNhZXfowGAfwkMDNSVK1dc1sPCwhQWFuayfvnyZfXo0cMb0eDnKLYAAI8oKSkxOgIAeEyfPn3a/B6TySS73d4OaTqOgQMH6uTJk62eLykpcbuTC7QVxRYA4BF8MAHgT0JDQ1t9V0ldXd1djwXqzCZMmKDNmzerpKREo0aNuufsyZMndfz4cc2fP99L6eDPTLW1tQ6jQwAAAAAdzdWrV7Vx40alpaXpypUrGjZsmIqKioyOZaizZ89q7NixGjhwoDIzM//n6cgVFRV67bXXVFlZqRMnTmjw4MHeDQq/Q7EFAAAA2qCpqUk7duxQcnKyqqqqFBISoqSkJMXFxSkgIMDoeIbbuHGjli9fru7du2vatGkym80KCQmRJF28eFEFBQXKzs5WfX291qxZowULFhicGP6AYgsAAAC0UnZ2ttasWaMzZ86od+/e+uCDD5SQkKDu3bsbHc2nbN++XStWrNCVK1dcbul2OBzq1auXVq9erdmzZxsTEH6HYgsAAAD8g8LCQq1cuVLFxcXq2rWr3nnnHS1evNjto21wW21trfbt26fjx483/wY5ODhY4eHhmjJlCn928CiKLQAAAPA/lJWVaeXKlcrPz5fJZNLMmTP18ccfa8CAAUZHA9ACpyIDAAAATs6fP681a9YoMzNTjY2NioyM1IoVKzRy5EijowFwgx1bAAAAwEm/fv108+ZNDRkyRJ988onMZnOr3hccHNzOyXxbVFSUYmNjFRMT07xmsVhksViUkJDgMp+SkqLU1FRVVFR4Myb8EDu2AAAAgJMbN27IZDKpoqJCc+fObdV7TCaT7HZ7OyfzbYWFhS5fAuTn5ys5Odltsa2vr1ddXZ234sGPUWwBAAAAJ+PHj3c5zReA76LYAgAAAE5ycnKMjgCgDXiCNAAAAACgQ6PYAgAAAPfp77//VmlpqdExgE6LYgsAAAA46dOnj5KTk+9ay8rKUlxcnNv5b7/9VhEREd6IBsANfmMLAAAAOHE4HHI47n4qps1mU25urkGJOo68vDxVVVU1X1utVklSYmKiy2xxcbHXcsG/UWwBAAAAeIzVam0usy1t27bN7TynT8MTKLYAAAAAPGL//v1GR0AnRbEFAAAA4BFms7lN8ykpKTp06FCb3wc44/AoAAAAAIaw2Wz6+eefjY4BP0CxBQAAAAB0aNyKDAAAALixZcsWZWVlNV/b7XZJUnh4uMvsndcAGINiCwAAALhht9vdFlabzeZ2ntN9AeNQbAEAAAAnNTU1RkcA0Ab8xhYAAAAA0KGxYwsAAAC4cenSJdXX12vQoEEKCLi9H1RYWOj2FN+wsDBNmjTJ2xF9TnR0dJvmy8rK2ikJOhuKLQAAAODEbrdr7NixGjt27F0HSBUWFmrdunUu87169ZLValVQUJA3Y/qc/Pz8Nr+H3ybDEyi2AAAAgJPdu3fr6tWrWrlypctrJpNJW7dubb6ura1VYmKi9uzZowULFngxpe8pKSkxOgI6KYotAAAA4OTQoUMaNmyYnn76abevz5gx467rjIwMHTx4sNMX20GDBhkdAZ0Uh0cBAAAATsrKyjRu3LhWz48cOVK//fZbOyYCcC/s2AIAAABOampq1LdvX5d1s9nsdj44OJhHBAEGotgCAAAATrp3765r1665rJvNZrfl9tq1a+rWrZs3ogFwg1uRAQAAACf9+/fX6dOnWz1fWlqq/v37t2MiAPdCsQUAAACcvPDCCzp69KjOnj37j7MVFRU6evSoxo8f3/7BALhFsQUAAACcxMfHq6GhQfHx8ff87WxNTY3mzp2rpqYmzZkzx4sJAbTEb2wBAAAAJ2FhYVqwYIHS0tIUHh6uOXPmyGw2KyQkRJJ08eJFFRQUaOfOnaqqqtJ7772nsLAwg1MDnZeptrbWYXQIAAAAwNc4HA6tXr1aX331lZqamty+HhAQoIULF2r58uUymUwGpAQgUWwBAACAezpz5owyMjJ04sQJVVVVSbr9eJ/w8HDFxMQoNDTU4IQAKLYAAAAAgA6Nw6MAAAAAAB0axRYAAAAA0KFRbAEAAAAAHRrFFgAAAADQoVFsAQAAAAAdGsUWAAAAANChUWwBAAAAAB3a/wFSFbn2i3zs7AAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6)) #manage the size of the plot\n",
    "sns.heatmap(df_numeric.corr(),annot=True) #df.corr() makes a correlation matrix and sns.heatmap is used to\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a=df.groupby(['GENERATION','TYPE 2']).count().reset_index()\n",
    "a=a[['GENERATION','TYPE 2','TOTAL']]\n",
    "a=a.pivot(index='GENERATION',columns='TYPE 2',values='TOTAL')\n",
    "a[['Water','Fire','Grass','Dragon','Normal','Rock','Flying','Electric']].plot(color=['blue','red','gray','#FFA500','brown','#6666ff','#001012','yellow'],marker='o')\n",
    "fig=plt.gcf()\n",
    "fig.set_size_inches(12,6)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "myven",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
